This study aims to analyze the reach and efficacy of the Mental Health Collaborative (MHC) at Casa de Salud quantitatively, using demographic data and self-reported patient scores on various mental health screenings, and qualitatively, using patient feedback.
When a patient is referred to the MHC either internally or from one of our partners, they are called to complete an intake, which includes a health history questionnaire and baseline screenings for depression (PHQ-9), anxiety (GAD-7), and trauma (PCL5-DSMIV or PCL5-DSM5 (if after 2021)). After their first therapy appointment, patients are called every three months to complete follow-up screenings and provide feedback. This occurs for every course of treatment a patient receives.
For the first two years of the program (February 2018 - September 2021), patient data was stored in Microsoft Access in three files.
Since September 20, 2021, patient data has been stored in Ninja/Collaborate, Casa’s EMR/case management system. Casa volunteers are slowly inputting historical records from Access into Ninja in reverse chronological order, but they have only reached January 2021. To avoid duplicate records across the two systems in this analysis, patients who had their intake records on Access had all of their follow-up scores consolidated on Access, even if the follow ups occurred after the clinic transitioned to Ninja.
Ninja Intakes - intakes completed between February 20, 2020 and July 20, 2022 (334 observations of 24 variables).
Ninja Scores - follow-up screenings completed between September 28, 2021 and July 21, 2022 (38 observations of 26 variables).
Both Ninja files were combined to make a Master Ninja dataset (n=38), and all Access files were combined to make a Master Access dataset (n=791). Both master datasets only include patient intakes that received follow-up. In other words, only patients who had subsequent mental health screening scores were included.
Finally, both master files were merged to create a single dataset called Master MHC (n= 829) with which to answer our three main research questions:
| Variable | Description | Type | Values |
|---|---|---|---|
| Delta.PHQ9 | The difference in depression score from baseline | continuous | -20 to 15 |
| PHQchange | Interpreting the difference in depression score from baseline | categorical | 1. Improved (change <0) 2. No change (change =0) 3. Worsened (change >0) |
| Delta.GAD7 | The difference in anxiety score from baseline | continuous | -23 to 15 |
| GADchange | Interpreting the difference in anxiety score from baseline | categorical | 1. Improved (change <0) 2. No change (change =0) 3. Worsened (change >0) |
| Delta.PCL4 | The change in trauma (PCL5-DSMIV)** score from intake Examined in subset of Master Access file (n=436; all patients without PCL5-DSMIV scores were removed) |
continuous | -21 to 16 |
| PCL4change | Interpreting the change in PCL5-DSMIV score from baseline Examined in subset of Master Access file (n=436; all patients without PCL5-DSMIV scores were removed) |
categorical | 1. Improved (change <0) 2. No change (change =0) 3. Worsened (change >0) |
| ClientSatisfaction | Rating from 1-10 (Clients after 2021 use 5-point Likert scale; these were converted to numerical values and transformed to match Access scale) | discrete | 1-10 |
**The MHC switched from PCL5-DSMIV to the newest PCL5 screening tool (PCL5-DSM5) in 2018. Given that these screening tools employ different scales, they cannot be reconciled and must be analyzed separately. In this data, the sample of patients who have PCL5-DSM5 scores is insufficient for statistical analysis. Thus, only patients from 2018-2021 who had PCL5-DMSIV scores will be analyzed using a subset of the Master Access file.
| Variable | Description | Type | Values |
|---|---|---|---|
| Interpret | Is an interpreter used during therapy sessions? | categorical | 1. Yes 2. No |
| Theratype | Type of therapist | categorical | 1. Student 2. Licensed |
| Theramode | Therapy delivery mode | categorical | 1. Telehealth 2. In-person 3. Hybrid |
| Variable | Description | Type | Values |
|---|---|---|---|
| Age | Client age at intake | continuous | 0-99 |
| Gender | Client gender | categorical | 1. Male 2. Female |
| Race/ethnicity | Client race/ethnicity | categorical | 1. Latino 2. White (Not Hispanic) 3. Black (Not Hispanic) 4. Asian or Pacific Islander 5. Other (including Middle Eastern, Native American, and Mixed Race) 6. Prefer not to respond |
| Immigrant | Whether or not client was born out of the country | categorical | 1. Yes 2. No |
| Refugee/Asylum | Whether client self-identifies as a refugee or asylum seeker | categorical | 1. Yes 2. No |
| Language | Client’s preferred language | categorical | 1. Spanish 2. English 3. Other (includes Arabic, Swahili, French & Vietnamese) 4. Bilingual (English/Spanish, English/Swahili, English/Arabic) |
| Suicide.Thoughts | Client has experienced or is currently experiencing suicidal thoughts | categorical | 1. Yes 2. No |
| Suicide.Attempts | Client has a history of suicide attempts | categorical | 1. Yes 2. No |
| Suicide.Hotline.Referral | Client was given the Behavioral Health Response crisis line number | categorical | 1. Yes 2. No |
| MHCMilestone | Follow up month | categorical | 1. 3 2. 6 3. 9 4. 12 5. 15+ (15 to 51 month f/u) |
For more meaningful analysis, discharges completed within 1 month or less of starting therapy were removed (n=8), and minors under age 16 (n=9) were also removed from the sample, as the depression and anxiety screening tools used are not validated for this age group. The sole respondent who identified their gender as “Other” was also removed, resulting in a final sample size of 811. Data classified as ‘Prefer not to respond’ in demographic variables (such as nation of origin) was kept, as without it the sample size would have been further reduced. Categories within the variables Race/Ethnicity, County, and MHC Follow up Milestone that had few respondents were pooled. For Race/Ethnicity, the “Other” category consists of Middle Eastern (n=26), Native American (n=4), Prefer not to respond (n=5), and multiracial/ethnic (n=7) folks. For the variable MHC Follow up Milestone, all follow-ups after 12 months were pooled. Finally, Theratype was recoded as a binary variable, licensed vs. student.
| Overall (N=811) |
|
|---|---|
| Age in years (Median, IQR) | 37.0, 18.0 |
| Race/Ethnicity | |
| Asian or Pacific Islander | 14 (1.7%) |
| Black (Not Hispanic) | 77 (9.5%) |
| White (Not Hispanic) | 90 (11.1%) |
| Latino | 588 (72.5%) |
| Other | 42 (5.2%) |
| Gender | |
| Female | 599 (73.9%) |
| Male | 212 (26.1%) |
| County | |
| Madison | 31 (3.8%) |
| St. Clair | 17 (2.1%) |
| St. Charles | 68 (8.4%) |
| St. Louis County | 375 (46.2%) |
| St. Louis City | 299 (36.9%) |
| Other in IL | 5 (0.6%) |
| Other in MO | 16 (2.0%) |
| Language Spoken | |
| Spanish | 473 (58.3%) |
| English | 249 (30.7%) |
| Bilingual | 67 (8.3%) |
| Other | 22 (2.7%) |
| Born Outside of the Country? | |
| No | 200 (24.7%) |
| Yes | 611 (75.3%) |
| Refugee or Asylum Seeker | |
| No | 732 (90.3%) |
| Yes | 79 (9.7%) |
Summary: The mental health screenings conducted from 2018 to July 2022 (n=811) belonged to 414 unique patients with a median age of 37 years (IQR=18). The majority of scores belonged to female (74%), Latino (72.5%) patients living in St. Louis County (46%), followed by St. Louis City (37%). Most scores (58%) correspond to Spanish-speaking patients. Aside from English (31%) and English-Spanish bilingualism (n=64), the most common language spoken was Arabic (n=16, 2%). 75% of scores belonged to patients who were born out of the country, but only 9.7% to refugees.
| Overall (N=811) |
|
|---|---|
| Previously Received Mental Health Treatment | |
| No | 374 (46.1%) |
| Yes | 437 (53.9%) |
| Previous or Existing Mental Health Diagnosis | |
| No | 554 (68.3%) |
| Yes | 257 (31.7%) |
| Family History of Mental Health Issues | |
| No | 571 (70.4%) |
| Yes | 240 (29.6%) |
| Taking Medication for Mental Health | |
| No | 602 (74.2%) |
| Yes | 209 (25.8%) |
| History of Eating Disorder | |
| No | 771 (95.1%) |
| Yes | 40 (4.9%) |
| Experienced or Experiencing Suicidal Thoughts | |
| No | 485 (59.8%) |
| Yes | 326 (40.2%) |
| Attempted Suicide | |
| No | 720 (88.8%) |
| Yes | 91 (11.2%) |
| Referred to Behavioral Health Response Crisis Line (BHR) | |
| No | 660 (81.4%) |
| Yes | 151 (18.6%) |
| Drug or Alcohol Use | |
| NA | 4 (0.5%) |
| No | 443 (54.6%) |
| Yes | 364 (44.9%) |
| History of Substance Abuse | |
| NA | 4 (0.5%) |
| No | 715 (88.2%) |
| Yes | 92 (11.3%) |
| Family History of Substance Abuse | |
| NA | 4 (0.5%) |
| No | 547 (67.4%) |
| Yes | 260 (32.1%) |
Summary: Over half of scores (54%) corresponded to patients who had received mental health treatment previously, but the majority did not have a mental health diagnosis (68%), a family history of mental health issues (70.4%), nor a prescription for their mental health issue (74.2%). Only ~5% of scores were from patients who had a history of eating disorders. 40% of scores belonged to patients who reported having had or currently having suicidal thoughts, but only 11.2% had previously attempted suicide. In most instances (81.4%), patients were not referred to the BHR crisis hotline. Most patients reported that they did not use drugs or alcohol, have a history of substance abuse, or a family history of substance abuse (~55%, 88%, 67%, respectively). 0.5% of scores corresponded to patients under 18, who were not asked the substance abuse questions.
| Overall (N=772) |
|
|---|---|
| Place of Origin | |
| Europe | 3 (0.4%) |
| Asia | 9 (1.2%) |
| Africa | 15 (1.9%) |
| Caribbean | 16 (2.1%) |
| Middle East | 23 (3.0%) |
| South America | 53 (6.9%) |
| Central America | 75 (9.7%) |
| USA | 198 (25.6%) |
| Mexico | 380 (49.2%) |
Summary: Excluding the scores from patients who did not provide their nation of origin (n=39), we see that MHC patients represent 34 distinct countries. Nearly 50% of scores correspond to patients from Mexico, and just over a quarter from the United States. Roughly 10% came from Central America, notably Honduras (5%), Guatemala (1.6%), Nicaragua (1.4%), and El Salvador (1.2%). 7% came from South America, particularly Colombia (3%), Venezuela (2%), and Peru (1.3%). 3% came from the Middle East, 2% from the Caribbean, 2% from African countries, and 1.2% from Asian countries including China, Vietnam, and India.
Summary: MHC clients come from 13 different counties and 84 zip codes across MO and IL. Nearly half of the total sample (n=811) live in St. Louis County, and 37% live in St. Louis City. Of the top 10 zip codes (see figure below), the most common zip code was 63116, which corresponds to the neighborhoods south of Tower Grove Park, including Tower Grove South, Bevo, and parts of Dutchtown. 9.5% of clients live in 63118, which includes Benton Park neighborhood and is just south of Casa de Salud. 8.5% of patients live in 63114, which includes Overland and is just south of St. Louis Lambert Airport.
| Overall (N=811) |
|
|---|---|
| MHC Follow Up Milestone | |
| 3 | 295 (36.4%) |
| 6 | 189 (23.3%) |
| 9 | 106 (13.1%) |
| 12 | 67 (8.3%) |
| 15+ | 154 (19.0%) |
| Discharge Screening? | |
| No | 611 (75.3%) |
| Yes | 200 (24.7%) |
| Therapist Organization | |
| Come As You Are Counseling | 10 (1.2%) |
| St. Francis Community Services (SFCS) | 31 (3.8%) |
| Behavioral Health Response (BHR) | 10 (1.2%) |
| Bilingual International Assistant Services (BIAS) | 155 (19.1%) |
| Casa de Salud | 77 (9.5%) |
| Feel Good Counseling | 32 (3.9%) |
| Great Circle | 7 (0.9%) |
| Lutheran Family & Children's Services of Missouri | 31 (3.8%) |
| Mercy Professional Services | 214 (26.4%) |
| Mindful Coping Solutions | 2 (0.2%) |
| Multicultural Counseling and Research Center (MCRC) | 44 (5.4%) |
| Private Practice | 65 (8.0%) |
| South City Counseling | 23 (2.8%) |
| Spring to Life Counseling, LLC | 9 (1.1%) |
| St. Louis Psychoanalytic Institute | 81 (10.0%) |
| St. Louis University Medical Family Therapy Program (SLUMFTP) | 20 (2.5%) |
| Therapy Delivery Mode | |
| Hybrid | 36 (4.4%) |
| In-person | 354 (43.6%) |
| Telehealth | 421 (51.9%) |
| Type of Therapist | |
| Licensed | 446 (55.0%) |
| Student | 365 (45.0%) |
| Interpreted Therapy | |
| No | 630 (77.7%) |
| Yes | 181 (22.3%) |
Summary: Of all screening scores (n=811), 36% were 3 month follow-ups, 23% were 6 month assessments, 13% were 9 month follow-ups, 8% were 12 months, and ~19% were follow-ups from 15 to 51 months. Nearly 25% of scores were discharges. Scores corresponded to patients receiving treatment from 70 different therapists, most commonly Rosario Bobadilla (~16%), Margaret Jackson (8%), Bob Fyfe (3.9%), Katherine Lozano (3.8%), and Sandra Schulte (3.7%). The organizations most represented were Mercy Professional Services (26%), Bilingual International Assistant Services (19%), St. Louis Psychoanalytic Institute (10%), and Casa de Salud (9.5%). 8% of scores were from patients receiving therapy from a private practice provider. Telehealth was the most common mode of therapy delivery (~52%), followed by in-person (~44%). Most follow up assessments were from patients receiving therapy from a licensed provider (55%) and ~78% denied using an interpreter during therapy.
| 3 (N=295) |
6 (N=189) |
9 (N=106) |
12 (N=67) |
15+ (N=154) |
Overall (N=811) |
|
|---|---|---|---|---|---|---|
| Change in PHQ-9 Score Since Intake (Median, IQR) | -4.00, 9.00 | -3.00, 9.00 | -3.50, 11.0 | -4.00, 8.00 | -3.00, 9.75 | -4.00, 9.00 |
| Change in GAD-7 Score Since Intake (Median, IQR) | -4.00, 8.00 | -3.00, 7.00 | -3.00, 9.00 | -5.00, 9.00 | -3.00, 9.00 | -3.00, 8.00 |
Interpretation: The median change in depression score at 3 months (n=295) and 12 months (n=67) was an improvement of 4 points, with a 1-1.5 point dip in median progress during the 6 month (n=189) and 9 month (n=106) marks. The highest improvement in anxiety scores was seen at 12 months (improvement of 5 points (IQR=9), followed by 3 months (median 4 point improvement (IQR=8)). All other months saw a median improvement of 3 points in anxiety scores.
| Asian or Pacific Islander (N=14) |
Black (Not Hispanic) (N=77) |
White (Not Hispanic) (N=90) |
Latino (N=588) |
Other (N=42) |
Overall (N=811) |
|
|---|---|---|---|---|---|---|
| Change in PHQ-9 Score Since Intake | ||||||
| Improved Depression | 9 (64.3%) | 40 (51.9%) | 57 (63.3%) | 424 (72.1%) | 25 (59.5%) | 555 (68.4%) |
| No change in Depression | 2 (14.3%) | 5 (6.5%) | 4 (4.4%) | 32 (5.4%) | 1 (2.4%) | 44 (5.4%) |
| Worsened Depression | 3 (21.4%) | 32 (41.6%) | 29 (32.2%) | 132 (22.4%) | 16 (38.1%) | 212 (26.1%) |
| Change in PHQ-9 Score Since Intake (Median, IQR) | -3.50, 9.50 | -1.00, 9.00 | -2.00, 7.00 | -4.00, 9.00 | -1.50, 7.75 | -4.00, 9.00 |
Interpretation: Across all racial groups, over 51% of depression scores (n=811) improved. Latino (n=588) was the racial/ethnic group that had the highest percent of improved scores (72%), followed by Asian or Pacific Islander (64% improved, n=14), White (Not Hispanic) (n=90; 63% improved), and Other (n=47, 60% improved). The racial group that experienced the least improvement in depression scores was Black (Not Hispanic) (n=77). Only 52% of Black (Not Hispanic) patients’ scores improved, and 42% of scores worsened.
| Asian or Pacific Islander (N=14) |
Black (Not Hispanic) (N=77) |
White (Not Hispanic) (N=90) |
Latino (N=588) |
Other (N=42) |
Overall (N=811) |
|
|---|---|---|---|---|---|---|
| Change in GAD-7 Score Since Intake | ||||||
| Improved Anxiety | 10 (71.4%) | 48 (62.3%) | 65 (72.2%) | 411 (69.9%) | 30 (71.4%) | 564 (69.5%) |
| No change in Anxiety | 1 (7.1%) | 8 (10.4%) | 4 (4.4%) | 41 (7.0%) | 4 (9.5%) | 58 (7.2%) |
| Worsened Anxiety | 3 (21.4%) | 21 (27.3%) | 21 (23.3%) | 136 (23.1%) | 8 (19.0%) | 189 (23.3%) |
| Change in GAD-7 Score Since Intake (Median, IQR) | -4.50, 8.50 | -3.00, 9.00 | -3.00, 6.00 | -4.00, 8.00 | -3.00, 7.00 | -3.00, 8.00 |
Interpretation: Roughly 70% of anxiety scores improved across all racial groups except Black (Not Hispanic). Only 62% of scores within for Black (not Hispanic) patients improved and almost 30% of scores worsened. In all other groups, the percentage of scores that worsened was less than 23%.
| Female (N=599) |
Male (N=212) |
Overall (N=811) |
|
|---|---|---|---|
| Change in PHQ-9 Score Since Intake | |||
| Improved Depression | 417 (69.6%) | 138 (65.1%) | 555 (68.4%) |
| No change in Depression | 27 (4.5%) | 17 (8.0%) | 44 (5.4%) |
| Worsened Depression | 155 (25.9%) | 57 (26.9%) | 212 (26.1%) |
| Change in PHQ-9 Score Since Intake (Median, IQR) | -4.00, 9.00 | -3.00, 9.00 | -4.00, 9.00 |
Interpretation: Of the depression scores corresponding to female patients (n=599), 70% improved, 26% worsened, and 4.5% remained at baseline. Scores belonging to males (n=212) were slightly worse; 65% improved, 27% worsened, and 8% remained at baseline.
| Female (N=599) |
Male (N=212) |
Overall (N=811) |
|
|---|---|---|---|
| Change in GAD-7 Score Since Intake | |||
| Improved Anxiety | 413 (68.9%) | 151 (71.2%) | 564 (69.5%) |
| No change in Anxiety | 47 (7.8%) | 11 (5.2%) | 58 (7.2%) |
| Worsened Anxiety | 139 (23.2%) | 50 (23.6%) | 189 (23.3%) |
| Change in GAD-7 Score Since Intake (Median, IQR) | -3.00, 8.00 | -3.50, 9.00 | -3.00, 8.00 |
Interpretation: Of the anxiety scores corresponding to female patients (n=599), 69% improved, 23% worsened, and 7.8% remained at baseline. 71% of men’s anxiety scores (n=212) improved, 24% worsened, and 5% remained unchanged.
| Spanish (N=473) |
English (N=249) |
Bilingual (N=67) |
Other (N=22) |
Overall (N=811) |
|
|---|---|---|---|---|---|
| Change in PHQ-9 Score Since Intake | |||||
| Improved Depression | 340 (71.9%) | 161 (64.7%) | 45 (67.2%) | 9 (40.9%) | 555 (68.4%) |
| No change in Depression | 26 (5.5%) | 17 (6.8%) | 1 (1.5%) | 0 (0%) | 44 (5.4%) |
| Worsened Depression | 107 (22.6%) | 71 (28.5%) | 21 (31.3%) | 13 (59.1%) | 212 (26.1%) |
| Change in PHQ-9 Score Since Intake (Median, IQR) | -4.00, 9.00 | -3.00, 8.00 | -2.00, 8.00 | 1.00, 5.00 | -4.00, 9.00 |
Interpretation: Among Spanish-speakers (n=473), 72% of depression scores improved, 23% worsened, and 5.5% did not change from baseline. Bilingual patients (n=67) had the second highest percent of improved scores (67%). English-speakers (n=249) had slightly worse outcomes; only 65% of patient depression scores improved, 28.5% worsened, and ~7% remained at baseline. Patients who spoke other languages (n=22) were the only group to report worse depression symptoms during/after treatment than at baseline. Only 41% of scores from these patients improved, while 59% worsened. None remained the same as intake.
| Spanish (N=473) |
English (N=249) |
Bilingual (N=67) |
Other (N=22) |
Overall (N=811) |
|
|---|---|---|---|---|---|
| Change in GAD-7 Score Since Intake | |||||
| Improved Anxiety | 332 (70.2%) | 177 (71.1%) | 41 (61.2%) | 14 (63.6%) | 564 (69.5%) |
| No change in Anxiety | 36 (7.6%) | 15 (6.0%) | 4 (6.0%) | 3 (13.6%) | 58 (7.2%) |
| Worsened Anxiety | 105 (22.2%) | 57 (22.9%) | 22 (32.8%) | 5 (22.7%) | 189 (23.3%) |
| Change in GAD-7 Score Since Intake (Median, IQR) | -4.00, 9.00 | -3.00, 7.00 | -1.00, 10.0 | -1.00, 4.75 | -3.00, 8.00 |
Interpretation: The English-speakers’ anxiety scores (n=249) improved the most of all language groups. 71% of their anxiety scores showed improvement, followed by Spanish-speakers (70%, n=473), ‘Other’ language speakers (64%, n=22), and bilingual patients (61%, n=67). 33% of bilingual speakers’ anxiety scores worsened, the highest percentage across all language groups. The highest percentage of unchanged scores was seen in the “other” languages group (14%).
| No (N=200) |
Yes (N=611) |
Overall (N=811) |
|
|---|---|---|---|
| Change in PHQ-9 Score Since Intake | |||
| Improved Depression | 126 (63.0%) | 429 (70.2%) | 555 (68.4%) |
| No change in Depression | 10 (5.0%) | 34 (5.6%) | 44 (5.4%) |
| Worsened Depression | 64 (32.0%) | 148 (24.2%) | 212 (26.1%) |
| Change in PHQ-9 Score Since Intake (Median, IQR) | -2.00, 9.00 | -4.00, 9.00 | -4.00, 9.00 |
Interpretation: Foreign-born patients (n=611) had better depression outcomes than native patients (n=200). 70% of scores improved for immigrant patients, 24% worsened, and 5.6% remained unchanged from baseline. Of the scores of native patients, only 63% improved, 32% worsened, and 5% experienced no change from baseline.
| No (N=200) |
Yes (N=611) |
Overall (N=811) |
|
|---|---|---|---|
| Change in GAD-7 Score Since Intake | |||
| Improved Anxiety | 142 (71.0%) | 422 (69.1%) | 564 (69.5%) |
| No change in Anxiety | 13 (6.5%) | 45 (7.4%) | 58 (7.2%) |
| Worsened Anxiety | 45 (22.5%) | 144 (23.6%) | 189 (23.3%) |
| Change in GAD-7 Score Since Intake (Median, IQR) | -3.00, 8.00 | -3.00, 8.00 | -3.00, 8.00 |
Interpretation: Native patients (n=200) had slightly better anxiety outcomes than foreign-born patients. 71% of scores improved for native patients, 23% worsened, and 6.5% experienced no change. Of the scores of foreign-born patients (n=611), 69% improved, 24% worsened, and 7% experienced no change from baseline.
| No (N=732) |
Yes (N=79) |
Overall (N=811) |
|
|---|---|---|---|
| Change in PHQ-9 Score Since Intake | |||
| Improved Depression | 511 (69.8%) | 44 (55.7%) | 555 (68.4%) |
| No change in Depression | 41 (5.6%) | 3 (3.8%) | 44 (5.4%) |
| Worsened Depression | 180 (24.6%) | 32 (40.5%) | 212 (26.1%) |
| Change in PHQ-9 Score Since Intake (Median, IQR) | -4.00, 8.00 | -1.00, 10.0 | -4.00, 9.00 |
Interpretation: The score outcomes of self-reported refugee/asylum seekers (n=79) were worse than those of non-refugee/asylum seekers (n=732), with an median improvement of only 1 point (IQR=10). Only 56% of refugees’ depression scores improved, 41% worsened, and 4% remained unchanged. Meanwhile, 70% of scores from patients who were not refugee/asylum seekers improved, 25% worsened, 5.6% did not change from baseline, and the median improvement was of 4 points (IQR=8).
| No (N=732) |
Yes (N=79) |
Overall (N=811) |
|
|---|---|---|---|
| Change in GAD-7 Score Since Intake | |||
| Improved Anxiety | 515 (70.4%) | 49 (62.0%) | 564 (69.5%) |
| No change in Anxiety | 49 (6.7%) | 9 (11.4%) | 58 (7.2%) |
| Worsened Anxiety | 168 (23.0%) | 21 (26.6%) | 189 (23.3%) |
| Change in GAD-7 Score Since Intake (Median, IQR) | -3.00, 8.00 | -2.00, 8.50 | -3.00, 8.00 |
Interpretation: Like their depression scores, the anxiety score outcomes for refugee/asylum seekers (n=79) were worse than those of patients who were not refugee/asylum seekers (n=732). 62% of their anxiety scores improved by a median 2 points, 27% worsened, and 11% did not change from baseline, while 70% of scores for patients who did not identify as refugee/asylum seekers improved by a median of 3 points, 23% worsened, and 7% remained at baseline.
| No (N=485) |
Yes (N=326) |
Overall (N=811) |
|
|---|---|---|---|
| Change in PHQ-9 Score Since Intake | |||
| Improved Depression | 328 (67.6%) | 227 (69.6%) | 555 (68.4%) |
| No change in Depression | 31 (6.4%) | 13 (4.0%) | 44 (5.4%) |
| Worsened Depression | 126 (26.0%) | 86 (26.4%) | 212 (26.1%) |
| Change in PHQ-9 Score Since Intake (Median, IQR) | -3.00, 9.00 | -4.00, 10.0 | -4.00, 9.00 |
Interpretation: Depression outcomes were very slightly worse for patients who denied having or currently experiencing suicidal thoughts (n=485). 68% of scores in this group improved by a median of 4 points, which is 2% less than the percentage of scores that improved for patients who were historically or currently suicidal (n=326). For both groups, ~26% of depression scores worsened. 4% of scores remained the same for suicidal patients, compared to 6% for non-suicidal patients.
| No (N=485) |
Yes (N=326) |
Overall (N=811) |
|
|---|---|---|---|
| Change in GAD-7 Score Since Intake | |||
| Improved Anxiety | 344 (70.9%) | 220 (67.5%) | 564 (69.5%) |
| No change in Anxiety | 31 (6.4%) | 27 (8.3%) | 58 (7.2%) |
| Worsened Anxiety | 110 (22.7%) | 79 (24.2%) | 189 (23.3%) |
| Change in GAD-7 Score Since Intake (Median, IQR) | -4.00, 8.00 | -3.00, 8.00 | -3.00, 8.00 |
Interpretation: 71% of anxiety scores for patients who denied having suicidal thoughts (n=485) improved by a median of 4 points (IQR=8). 23% of scores for this group worsened, and 6% remained the same. This is slightly better than the outcomes seen for patients who admitted having had or currently having suicidal thoughts (n=326). 67% of scores for this group improved by a median of 3 points, 24% worsened, and 8% remained the same as baseline.
| No (N=720) |
Yes (N=91) |
Overall (N=811) |
|
|---|---|---|---|
| Change in PHQ-9 Score Since Intake | |||
| Improved Depression | 490 (68.1%) | 65 (71.4%) | 555 (68.4%) |
| No change in Depression | 40 (5.6%) | 4 (4.4%) | 44 (5.4%) |
| Worsened Depression | 190 (26.4%) | 22 (24.2%) | 212 (26.1%) |
| Change in PHQ-9 Score Since Intake (Median, IQR) | -3.00, 9.00 | -4.00, 9.50 | -4.00, 9.00 |
Interpretation: Depression outcomes did not vary greatly between patients with a history of attempted suicide (n=91, ~11% of sample) and those without (n=720). For both groups, roughly 70% of depression scores improved. 24% of scores from those who had a history of attempted suicide worsened, and \4% remained the same as baseline, compared to 26% and 6%, respectively, for patients without a history of attempted suicide.
| No (N=720) |
Yes (N=91) |
Overall (N=811) |
|
|---|---|---|---|
| Change in GAD-7 Score Since Intake | |||
| Improved Anxiety | 507 (70.4%) | 57 (62.6%) | 564 (69.5%) |
| No change in Anxiety | 50 (6.9%) | 8 (8.8%) | 58 (7.2%) |
| Worsened Anxiety | 163 (22.6%) | 26 (28.6%) | 189 (23.3%) |
| Change in GAD-7 Score Since Intake (Median, IQR) | -3.00, 8.00 | -3.00, 9.00 | -3.00, 8.00 |
Interpretation: Anxiety outcomes for patients with a history of attempted suicide (n=91, ~11% of sample) were worse than that of those without a history of attempted suicide (n=720). Only 63% of their anxiety scores improved, ~29% of scores worsened, and ~9% remained the same as baseline. For patients who have not attempted suicide, 70% of scores improved, 23% worsened, and 7% did not change from baseline. The median change in score for both groups was -3 points.
| No (N=660) |
Yes (N=151) |
Overall (N=811) |
|
|---|---|---|---|
| Change in PHQ-9 Score Since Intake | |||
| Improved Depression | 437 (66.2%) | 118 (78.1%) | 555 (68.4%) |
| No change in Depression | 41 (6.2%) | 3 (2.0%) | 44 (5.4%) |
| Worsened Depression | 182 (27.6%) | 30 (19.9%) | 212 (26.1%) |
| Change in PHQ-9 Score Since Intake (Median, IQR) | -3.00, 8.00 | -6.00, 10.0 | -4.00, 9.00 |
Interpretation: The depression scores of patients who were referred to BHR (n=151, ~19% of sample) were much better than those of patients who did not receive the BHR number (n=660). The median change in score for the latter group was an improvement of 6 points (IQR=10), double that of the latter group. 78% of depression scores for patients who were referred to BHR improved from baseline, 20% worsened, and 2% remained the same. For patients who were not referred, only 66% of scores improved, 28% worsened, and 6% did not change from intake.
| No (N=660) |
Yes (N=151) |
Overall (N=811) |
|
|---|---|---|---|
| Change in GAD-7 Score Since Intake | |||
| Improved Anxiety | 447 (67.7%) | 117 (77.5%) | 564 (69.5%) |
| No change in Anxiety | 47 (7.1%) | 11 (7.3%) | 58 (7.2%) |
| Worsened Anxiety | 166 (25.2%) | 23 (15.2%) | 189 (23.3%) |
| Change in GAD-7 Score Since Intake (Median, IQR) | -3.00, 9.00 | -5.00, 9.00 | -3.00, 8.00 |
Interpretation: Following the trend seen in the depression assessments, the anxiety score outcomes for patients who were referred to BHR (n=151, ~19% of sample) were better than those of patients who did not receive the BHR number (n=660). 78% of anxiety scores for patients who were referred to BHR improved by a median of 5 points (IQR=9), 15% worsened, and 7% remained the same. For patients who were not referred, ~68% of scores improved by a median of 3 points (IQR=9), 25% worsened, and 7% did not change from intake.
The subset of Master Access data that was used to evaluate trauma score outcomes had a final sample size of 432. Due to their small sample sizes, the “Asian or Pacific Islander” (n=6) and “Prefer not to respond” racial categories were collapsed into “Other”. Therapy delivery mode was analyzed as a binary variable (telehealth vs. in-person) after the hybrid category (n=4) was removed.
| Overall (N=432) |
|
|---|---|
| Age (years) | 38.3, 11.5 |
| Race/Ethnicity | |
| Black (Not Hispanic) | 34 (7.9%) |
| White (Not Hispanic) | 56 (13.0%) |
| Latino | 320 (74.1%) |
| Other | 22 (5.1%) |
| Gender | |
| Female | 306 (70.8%) |
| Male | 126 (29.2%) |
| Preferred Language | |
| Spanish | 262 (60.6%) |
| English | 129 (29.9%) |
| Bilingual | 36 (8.3%) |
| Other | 5 (1.2%) |
| Born Outside of the Country? | |
| No | 109 (25.2%) |
| Yes | 323 (74.8%) |
| Refugee or Asylum Seeker | |
| No | 390 (90.3%) |
| Yes | 42 (9.7%) |
| Overall (N=432) |
|
|---|---|
| Previously Received Mental Health Treatment | |
| No | 181 (41.9%) |
| Yes | 251 (58.1%) |
| Previous or Existing Mental Health Diagnosis | |
| No | 297 (68.8%) |
| Yes | 135 (31.3%) |
| Taking Medication for Mental Health | |
| No | 331 (76.6%) |
| Yes | 101 (23.4%) |
| Family History of Mental Health Issues | |
| No | 310 (71.8%) |
| Yes | 122 (28.2%) |
| History of Eating Disorder | |
| No | 409 (94.7%) |
| Yes | 23 (5.3%) |
| Experienced or Experiencing Suicidal Thoughts | |
| No | 244 (56.5%) |
| Yes | 188 (43.5%) |
| Attempted Suicide | |
| No | 368 (85.2%) |
| Yes | 64 (14.8%) |
| Referred to Behavioral Health Response Crisis Line (BHR) | |
| No | 344 (79.6%) |
| Yes | 88 (20.4%) |
| Drug or Alcohol Use | |
| No | 228 (52.8%) |
| Yes | 204 (47.2%) |
| History of Substance Abuse | |
| No | 397 (91.9%) |
| Yes | 35 (8.1%) |
| Family History of Substance Abuse | |
| No | 289 (66.9%) |
| Yes | 143 (33.1%) |
| Overall (N=432) |
|
|---|---|
| Follow Up Month Milestone | |
| 3 | 168 (38.9%) |
| 6 | 111 (25.7%) |
| 9 | 62 (14.4%) |
| 12 | 38 (8.8%) |
| 15+ | 53 (12.3%) |
| Discharge | |
| No | 339 (78.5%) |
| Yes | 93 (21.5%) |
| Mode of Therapy Delivery | |
| In-person | 167 (38.7%) |
| Telehealth | 265 (61.3%) |
| Type of Therapist | |
| Licensed | 239 (55.3%) |
| Student | 193 (44.7%) |
| Interpreter Use | |
| No | 332 (76.9%) |
| Yes | 100 (23.1%) |
| 3 (N=168) |
6 (N=111) |
9 (N=62) |
12 (N=38) |
15+ (N=53) |
Overall (N=432) |
|
|---|---|---|---|---|---|---|
| Change in PCL5-DSMIV Score Since Intake (Mean, SD) | -3.04, 5.39 | -2.84, 6.02 | -2.68, 5.61 | -2.66, 6.72 | -2.94, 7.77 | -2.89, 6.01 |
| Trauma Outcomes | ||||||
| Improved Trauma | 114 (67.9%) | 72 (64.9%) | 39 (62.9%) | 23 (60.5%) | 35 (66.0%) | 283 (65.5%) |
| No change in Trauma | 17 (10.1%) | 9 (8.1%) | 9 (14.5%) | 5 (13.2%) | 1 (1.9%) | 41 (9.5%) |
| Worsened Trauma | 37 (22.0%) | 30 (27.0%) | 14 (22.6%) | 10 (26.3%) | 17 (32.1%) | 108 (25.0%) |
Summary: The same demographic patterns seen in the MasterMHC dataset were seen in this subset of Access data. Scores belonged to patients who were predominantly Latino (74%), female (71%), Spanish-speaking (61%), immigrant (75%), and non-refugees (90%). The average age was 38 years old (sd=11.5). The majority of patients had received mental health treatment previously, but no diagnosis or medication. The majority did not have a family history of mental health issues or substance abuse. The majority of these patients also did not have history of eating disorders, substance use, substance abuse, suicidal ideation, or suicidal attempts. Almost 40% of scores are from 3 months, and 78.5% were not discharges. Most patients were receiving therapy via telehealth, working with licensed therapists, and not using interpreters.
To measure outcomes after 3 months of services, the data was subset by follow up month in order to know both the exact conditions (i.e. what kind of therapy mode, therapist type, and interpreter status) the patient had and their mental health scores at that particular follow-up time. Subsetting by month also ensured that patients are not represented multiple times (within a single course of treatment), as they should only complete one follow up assessment every 3 months, thus meeting the independent observations criteria required for most statistical analyses. Racial categories were recoded in this subset so that “Prefer not to respond,” which only had 2 respondents, and “Asian or Pacific Islander” (n=6) became part of “Other.” Patients with duplicate screenings at 3 months (n=3) were also removed. In the Access data subset used to analyze trauma scores, the bilingual and “other” categories were recoded to “Bilingual or Other”.
| Overall (N=293) |
|
|---|---|
| Discharge | |
| No | 206 (70.3%) |
| Yes | 87 (29.7%) |
| Gender | |
| Female | 218 (74.4%) |
| Male | 75 (25.6%) |
| Race/Ethnicity | |
| Other | 23 (7.8%) |
| Black (Not Hispanic) | 28 (9.6%) |
| White (Not Hispanic) | 28 (9.6%) |
| Latino | 214 (73.0%) |
| Language Spoken | |
| Spanish | 165 (56.3%) |
| English | 87 (29.7%) |
| Bilingual | 29 (9.9%) |
| Other | 12 (4.1%) |
| Born Outside of the Country? | |
| No | 65 (22.2%) |
| Yes | 228 (77.8%) |
| Refugee or Asylum Seeker | |
| No | 258 (88.1%) |
| Yes | 35 (11.9%) |
| Experienced or Experiencing Suicidal Thoughts | |
| No | 180 (61.4%) |
| Yes | 113 (38.6%) |
| Attempted Suicide | |
| No | 256 (87.4%) |
| Yes | 37 (12.6%) |
| Referred to Behavioral Health Response Crisis Line (BHR) | |
| No | 240 (81.9%) |
| Yes | 53 (18.1%) |
| Therapy Delivery Mode | |
| Hybrid | 14 (4.8%) |
| In-person | 177 (60.4%) |
| Telehealth | 102 (34.8%) |
| Type of Therapist | |
| Licensed | 143 (48.8%) |
| Student | 150 (51.2%) |
| Interpreter Use | |
| No | 209 (71.3%) |
| Yes | 84 (28.7%) |
| Change in GAD-7 Scores Since Intake (Mean, SD) | -4.12, 6.03 |
| Change in PHQ-9 Scores Since Intake (Mean, SD) | -4.27, 6.80 |
Summary: 293 3-month follow up screenings for patients over 16 years old were completed from 2018-2022. Of these, 30% were discharges, and 206 continued with treatment. The demographic and health history patterns observed in the overall MHC data hold for this 3 month subset (i.e., patients were predominantly Latino (73%), female (74%), Spanish-speaking (56.3%), immigrants (78%), non-refugee/asylum seekers (88%); 61% denied suicidal ideation, 87% denied attempting suicide, and 82% did not receive a BHR referral (Table 1)). Of the 293 scores, the majority (60%) correspond to patients who were receiving in-person therapy, followed by telehealth (35%). More patients were working with students (51%) than with licensed therapists, and 71% of sessions were not interpreted. The average change in PHQ-9 score after 3 months of therapy was an improvement of 4.3 points (sd= 7). The average change in GAD-7 score was an improvement of 4.1 points (sd=6).
The same demographic patterns were also seen in the Master Access file in which trauma scores were analyzed (Table 1.2 below). Of the 167 trauma scores, the majority (54%) were from patients working with a student therapist, not using an interpreter (72%), and working with their therapist in-person (56%).
| Overall (N=167) |
|
|---|---|
| Gender | |
| Female | 121 (72.5%) |
| Male | 46 (27.5%) |
| Race/Ethnicity | |
| Other | 10 (6.0%) |
| Black (Not Hispanic) | 14 (8.4%) |
| White (Not Hispanic) | 21 (12.6%) |
| Latino | 122 (73.1%) |
| Language Spoken | |
| Bilingual or Other | 20 (12.0%) |
| Spanish | 91 (54.5%) |
| English | 56 (33.5%) |
| Born Outside of the Country? | |
| No | 43 (25.7%) |
| Yes | 124 (74.3%) |
| Refugee or Asylum Seeker | |
| No | 148 (88.6%) |
| Yes | 19 (11.4%) |
| Experienced or Experiencing Suicidal Thoughts | |
| No | 98 (58.7%) |
| Yes | 69 (41.3%) |
| Attempted Suicide | |
| No | 139 (83.2%) |
| Yes | 28 (16.8%) |
| Referred to Behavioral Health Response Crisis Line (BHR) | |
| No | 133 (79.6%) |
| Yes | 34 (20.4%) |
| Discharge | |
| No | 123 (73.7%) |
| Yes | 44 (26.3%) |
| Therapy Delivery Mode | |
| In-person | 93 (55.7%) |
| Telehealth | 74 (44.3%) |
| Type of Therapist | |
| Licensed | 77 (46.1%) |
| Student | 90 (53.9%) |
| Interpreter Use | |
| No | 120 (71.9%) |
| Yes | 47 (28.1%) |
| Change in PCL5-DSMIV Score Since Intake (Mean, SD) | -3.05, 5.41 |
| Other (N=23) |
Black (Not Hispanic) (N=28) |
White (Not Hispanic) (N=28) |
Latino (N=214) |
Overall (N=293) |
|
|---|---|---|---|---|---|
| Change in PHQ-9 Scores Since Intake (Mean, SD) | -1.91, 6.04 | -5.68, 7.08 | -2.71, 5.02 | -4.54, 6.99 | -4.27, 6.80 |
| Change in GAD-7 Scores Since Intake (Mean, SD) | -1.78, 6.11 | -5.36, 7.06 | -2.96, 5.34 | -4.36, 5.92 | -4.12, 6.03 |
Interpretation: At three months, the depression scores of Black (Not Hispanic) patients (n=28) improved by 5.7 points (sd=7) on average, the highest mean reduction in scores from intake. Latino patients (n=214) followed, with an average 4.5 point reduction in depression score from intake. Latino patients’ scores were the most variable, ranging from a 23 point reduction in PHQ-9 to a 13 point increase. Other (n=23) and White (Not Hispanic, n=28) had the least improvement in depression scores at 3 months. The same pattern was observed for anxiety scores, with Black patients improving by an average of 5.4 points, and Latinos by 4.4 points. Patients who identified as Other or White (Not Hispanic) improved the least in anxiety scores.
| Other (N=10) |
Black (Not Hispanic) (N=14) |
White (Not Hispanic) (N=21) |
Latino (N=122) |
Overall (N=167) |
|
|---|---|---|---|---|---|
| Change in PCL5-DSMIV Score Since Intake (Mean, SD) | -4.80, 8.20 | -3.36, 4.68 | -4.10, 4.97 | -2.69, 5.30 | -3.05, 5.41 |
Interpretation: The scores of patients who identified as “Other”, including Asian/Pacific Islander, Middle Eastern, and biracial people, changed the most from intake. The average change was an improvement of 4.8 points (sd=8). White (Not Hispanic) patients’ scores (n=21) followed, with a mean improvement of 4.1 points (sd=5). The average change in trauma score seen in Black (Not Hispanic) patients’ assessments (n=14) was an improvement of 3.4 points (sd=4.7). Latino patients had the lowest average change in score, improving only 2.6 points (sd=5.3).
ANOVA tests will be used to examine the relationship between the change in scores (continuous variables, Delta.PHQ9, Delta.GAD7, Delta.PCL4) and race/ethnicity.
Anxiety scores met the assumptions for ANOVA. The null hypothesis that the mean change in anxiety scores is the same across racial groups was tested. Alternative hypothesis is that the mean change in score is not the same across racial groups.
Result: There was no significant difference in the mean change in anxiety score across racial/ethnic groups [(F(3, 289) = 2.03; p=0.1)].
The relationship between depression/trauma scores and therapy delivery mode failed the normality assumption for the ANOVA statistical test. The Kruskal-Wallis test was conducted as a result with the null and alternative hypotheses:
H0: The mean rank of the change in depression and trauma scores is the same across racial groups.
HA: The mean rank of the change in depression and trauma scores is not the same across racial groups.
Results: We fail to reject the null hypothesis. There are no statistically significant differences between the mean ranks of the change in depression scores across racial groups [H(3) = 6.0; p = .11], nor between the mean ranks of the change in trauma score across race/ethnicity groups [H(3) = 2.9; p = .41].
| Other (N=23) |
Black (Not Hispanic) (N=28) |
White (Not Hispanic) (N=28) |
Latino (N=214) |
Overall (N=293) |
|
|---|---|---|---|---|---|
| Depression Outcomes | |||||
| Improved Depression | 14 (60.9%) | 19 (67.9%) | 20 (71.4%) | 160 (74.8%) | 213 (72.7%) |
| No change in Depression | 1 (4.3%) | 3 (10.7%) | 0 (0%) | 6 (2.8%) | 10 (3.4%) |
| Worsened Depression | 8 (34.8%) | 6 (21.4%) | 8 (28.6%) | 48 (22.4%) | 70 (23.9%) |
| Anxiety Outcomes | |||||
| Improved Anxiety | 14 (60.9%) | 22 (78.6%) | 21 (75.0%) | 157 (73.4%) | 214 (73.0%) |
| No change in Anxiety | 3 (13.0%) | 2 (7.1%) | 0 (0%) | 17 (7.9%) | 22 (7.5%) |
| Worsened Anxiety | 6 (26.1%) | 4 (14.3%) | 7 (25.0%) | 40 (18.7%) | 57 (19.5%) |
| Other (N=10) |
Black (Not Hispanic) (N=14) |
White (Not Hispanic) (N=21) |
Latino (N=122) |
Overall (N=167) |
|
|---|---|---|---|---|---|
| Trauma Outcomes | |||||
| Improved Trauma | 6 (60.0%) | 10 (71.4%) | 18 (85.7%) | 79 (64.8%) | 113 (67.7%) |
| No change in Trauma | 1 (10.0%) | 2 (14.3%) | 0 (0%) | 14 (11.5%) | 17 (10.2%) |
| Worsened Trauma | 3 (30.0%) | 2 (14.3%) | 3 (14.3%) | 29 (23.8%) | 37 (22.2%) |
Interpretation: The anxiety scores of 58% of patients across all racial groups improved by 3 months. Latinos (n=214) improved the most in depression scores (75%), followed by White (Not Hispanic) patients (n=28), Black (Not Hispanic) patients (n=28), Asian/Pacific Islanders (n=6), and Other (n=17). More patients who identified as “Other” (which includes Middle Eastern, mixed race, and prefer not to respond) worsened than in any other racial group. As for anxiety screenings, Black (Not Hispanic) patients, followed by White (Not Hispanic) patients (75%) and Latino patients (73%), had the best anxiety outcomes. 79% of Black patients improved and only 14% worsened. Only 58% of patients who identified as “Other” improved, while 29% worsened, and 12% remained at baseline.
H0: There is no association between race/ethnicity and mental health outcomes (change in PHQ-9, GAD-7 & PCL5-DSMIV scores).
HA: There is an association between race/ethnicity and mental health outcomes (change in PHQ-9, GAD-7 & PCL5-DSMIV scores).
Assumption checking:
The variables are nominal: yes
Independence of observations: Yes, within the three month subset, there are no duplicate patient screenings. Only one observation per patient.
At least 80% of the groups have 5 or more observations: No, for all the variables, 6 out of 15 groups do not have at least 5 observations.
Since are the last assumption is not met for all three variables, Fisher’s exact test will be used instead.
Fisher’s exact test assumptions:
2 categorical variables: yes
Levels of variables are mutually exclusive: yes
Independent observations: yes
Data are counts, not percentages or transformed values: yes
H0: There is no association between race/ethnicity and mental health outcomes (change in PHQ-9, GAD-7 & PCL5-DSMIV scores).
HA: There is an association between race/ethnicity and mental health outcomes (change in PHQ-9, GAD-7 & PCL5-DSMIV scores).
Results: The null hypothesis is retained; there is no statistically significant relationship between race/ethnicity and depression outcomes [Fisher’s exact, p = 0.16]. There is also no statistically significant relationship between race/ethnicity and anxiety outcomes (Fisher’s exact, p = 0.51) or trauma scores (Fisher’s exact, p=0.47).
| Female (N=218) |
Male (N=75) |
Overall (N=293) |
|
|---|---|---|---|
| Change in PHQ-9 Scores Since Intake (Mean, SD) | -3.93, 6.83 | -5.25, 6.65 | -4.27, 6.80 |
| Change in GAD-7 Scores Since Intake (Mean, SD) | -3.84, 6.07 | -4.93, 5.89 | -4.12, 6.03 |
Interpretation: The average change in depression scores from baseline to 3 months for females (n=218) was an improvement of 4 (sd=7), while men (n=75) improved 5.3 points (sd=7) on average. Men also saw a mean improvement of 5 points (sd=6) compared to 3.8 points (sd=6) for females.
| Female (N=121) |
Male (N=46) |
Overall (N=167) |
|
|---|---|---|---|
| Change in PCL5-DSMIV Score Since Intake (Mean, SD) | -3.28, 5.12 | -2.43, 6.13 | -3.05, 5.41 |
Interpretation: The average change in trauma score was an improvement of 3.3 points (sd=5) for female patients (n=121) and 2.4 points (sd=6) for males (n=46).
Result: There is no significant difference in the mean change in depression score between male and female patients [Welch’s t-test, t(132)= 1.47, p=0.14] or the mean change in anxiety score between male and female patients [Welch’s t-test, t(132)= 1.37, p=0.17]. There is also no significant difference between the change in trauma scores between males and females [Mann-Whitney U t-test, p=0.41].
| Female (N=218) |
Male (N=75) |
Overall (N=293) |
|
|---|---|---|---|
| Depression Outcomes | |||
| Improved Depression | 156 (71.6%) | 57 (76.0%) | 213 (72.7%) |
| No change in Depression | 7 (3.2%) | 3 (4.0%) | 10 (3.4%) |
| Worsened Depression | 55 (25.2%) | 15 (20.0%) | 70 (23.9%) |
| Anxiety Outcomes | |||
| Improved Anxiety | 157 (72.0%) | 57 (76.0%) | 214 (73.0%) |
| No change in Anxiety | 17 (7.8%) | 5 (6.7%) | 22 (7.5%) |
| Worsened Anxiety | 44 (20.2%) | 13 (17.3%) | 57 (19.5%) |
| Female (N=121) |
Male (N=46) |
Overall (N=167) |
|
|---|---|---|---|
| Trauma Outcomes | |||
| Improved Trauma | 85 (70.2%) | 28 (60.9%) | 113 (67.7%) |
| No change in Trauma | 13 (10.7%) | 4 (8.7%) | 17 (10.2%) |
| Worsened Trauma | 23 (19.0%) | 14 (30.4%) | 37 (22.2%) |
Interpretation: Of the 3 month depression scores corresponding to female patients (n=218), 72% improved, ~25% worsened, and 3% remained at baseline. Scores belonging to males (n=75) were slightly better; 76% improved, 20% worsened, and 4% did not change from baseline. The same pattern was observed for anxiety scores: a greater percentage of male patients improved (76%) and 17% worsened, compared to 72% of females (72%) improving and 20% worsening. As for trauma scores, 70% of scores from females (n=121) improved compared to 61% of scores from males (n=46). 305% of scores from males worsened compared to 19% of female trauma scores.
H0: There is no association between gender and mental health outcomes (change in PHQ-9, GAD-7, PCL5-DSMIV scores).
HA: There is an association between gender and mental health outcomes (change in PHQ-9, GAD-7, PCL5-DSMIV scores).
Assumption checking:
The variables are nominal: yes
Independence of observations: Yes, within the three month subset, there are no duplicate patient screenings. Only one observation per patient.
At least 80% of the groups have 5 or more observations: Yes, 5 out of 6 (83%) of groups have at least 5 observations.
Results: We fail to reject the null hypothesis; there is no statistically significant relationship between gender and depression outcomes (\(\chi^2\)(2) = 0.89; p = 0.64) or gender and anxiety outcomes \(\chi^2\)(2) = 0.45; p = 0.79). The relationship between gender and trauma outcomes is also not significant (\(\chi^2\)(2) = 2.5; p = 0.28).
| Spanish (N=165) |
English (N=87) |
Bilingual (N=29) |
Other (N=12) |
Overall (N=293) |
|
|---|---|---|---|---|---|
| Change in PHQ-9 Scores Since Intake (Mean, SD) | -4.59, 7.30 | -4.48, 5.75 | -3.21, 6.50 | -0.917, 7.06 | -4.27, 6.80 |
| Change in GAD-7 Scores Since Intake (Mean, SD) | -4.56, 6.07 | -4.37, 5.93 | -2.93, 5.51 | 0.833, 5.44 | -4.12, 6.03 |
Interpretation: Spanish-speaking patients (n=165) had the highest mean improvement in anxiety and depression scores (~4.6 points), followed by English-speakers (n=87) and Bilingual patients (n=29). Patients who spoke other languages (n=12) were the only group who experienced an average increase (worsening) of anxiety scores after 3 months of treatment (~1 point more than baseline, sd= 5).
| Bilingual or Other (N=20) |
Spanish (N=91) |
English (N=56) |
Overall (N=167) |
|
|---|---|---|---|---|
| Change in PCL5-DSMIV Score Since Intake (Mean, SD) | -0.950, 6.08 | -3.01, 5.37 | -3.86, 5.10 | -3.05, 5.41 |
Interpretation: The average change in trauma score was best for English-speaking patients’ score (an improvement of 3.9 points (sd=5)), followed by Spanish-speakers (n=91) (improvement of 3 points (sd=5.4). Bilingual patients (n=18) improved the least (<2 points). Patients who spoke other languages (n=2) worsened by 1.5 points on average (sd=9).
ANOVA tests will be used to examine the relationship between the change in scores (continuous variables, Delta.PHQ9, Delta.GAD7, Delta.PCL4) and language.
The relationship between depression/anxiety/trauma scores and language failed the normality assumption for the ANOVA statistical test. The Kruskal-Wallis test was conducted as a result with the null and alternative hypotheses:
H0: The mean rank of the change in depression and trauma scores is the same across language groups.
HA: The mean rank of the change in depression and trauma scores is not the same across language groups.
Result: We fail to reject the null hypothesis. There are no statistically significant differences between the mean ranks of the change in depression scores across racial groups [H(3) = 4.5; p = .21], between the mean ranks of the change in anxiety score across language groups [H(2) = 4.6; p = .09], nor between the mean ranks of the change in trauma score across language groups [H(2) = 3.1; p = .2].
| Spanish (N=165) |
English (N=87) |
Bilingual (N=29) |
Other (N=12) |
Overall (N=293) |
|
|---|---|---|---|---|---|
| Anxiety Outcomes | |||||
| Improved Anxiety | 120 (72.7%) | 69 (79.3%) | 19 (65.5%) | 6 (50.0%) | 214 (73.0%) |
| No change in Anxiety | 14 (8.5%) | 4 (4.6%) | 2 (6.9%) | 2 (16.7%) | 22 (7.5%) |
| Worsened Anxiety | 31 (18.8%) | 14 (16.1%) | 8 (27.6%) | 4 (33.3%) | 57 (19.5%) |
| Depression Outcomes | |||||
| Improved Depression | 123 (74.5%) | 65 (74.7%) | 19 (65.5%) | 6 (50.0%) | 213 (72.7%) |
| No change in Depression | 5 (3.0%) | 5 (5.7%) | 0 (0%) | 0 (0%) | 10 (3.4%) |
| Worsened Depression | 37 (22.4%) | 17 (19.5%) | 10 (34.5%) | 6 (50.0%) | 70 (23.9%) |
| Bilingual or Other (N=20) |
Spanish (N=91) |
English (N=56) |
Overall (N=167) |
|
|---|---|---|---|---|
| Trauma Outcomes | ||||
| Improved Trauma | 12 (60.0%) | 59 (64.8%) | 42 (75.0%) | 113 (67.7%) |
| No change in Trauma | 2 (10.0%) | 11 (12.1%) | 4 (7.1%) | 17 (10.2%) |
| Worsened Trauma | 6 (30.0%) | 21 (23.1%) | 10 (17.9%) | 37 (22.2%) |
Interpretation: Roughly ~75% of depression scores for both Spanish and English-speaking patients improved at 3 months, followed by bilingual patients (n=29) and patients who speak other languages (n=12). English-speaking patients’ anxiety scores also responded very well to treatment. At 3 months, 79% of English-speaking patients had improved, 73% of Spanish-speakers, 66% of bilingual patients, and 50% of other language speakers.
H0: There is no association between preferred language and mental health outcomes (change in PHQ-9, GAD-7, PCL5-DSMIV scores).
HA: There is an association between preferred language and mental health outcomes (change in PHQ-9, GAD-7, PCL5-DSMIV scores).
Assumption checking:
The variables are nominal: yes
Independence of observations: Yes, within the three month subset, there are no duplicate patient screenings. Only one observation per patient.
At least 80% of the groups have 5 or more observations: Yes, 10 out of 12 groups have at least 5 observations.
Result: The null hypothesis is retained (\(\chi^2\)(6) = 9.66; p = 0.14); there is no statistically significant relationship between preferred language and depression outcomes. There is also no statistically significant relationship between preferred language and anxiety outcomes (\(\chi^2\)(6) = 6.8, p = 0.34) or trauma outcomes (\(\chi^2\)(4) = 2.6, p = 0.62).
| No (N=65) |
Yes (N=228) |
Overall (N=293) |
|
|---|---|---|---|
| Change in PHQ-9 Scores Since Intake (Mean, SD) | -3.55, 6.46 | -4.47, 6.89 | -4.27, 6.80 |
| Change in GAD-7 Scores Since Intake (Mean, SD) | -4.25, 6.23 | -4.09, 5.99 | -4.12, 6.03 |
Interpretation: At 3 months follow-up, the depression scores of foreign-born patients (n=228) improved on average 4.5 points (sd=7), ~9 points more than the average improvement seen for US-born patients (n=65). The anxiety scores of US-born patients, however, improved by a mean 4.25 points (sd=6), which is slightly more than the average 4 point improvement in anxiety scores seen for foreign-born patients.
| No (N=43) |
Yes (N=124) |
Overall (N=167) |
|
|---|---|---|---|
| Change in PCL5-DSMIV Score Since Intake (Mean, SD) | -4.19, 5.04 | -2.65, 5.50 | -3.05, 5.41 |
Interpretation: The average change in trauma score was an improvement of 4 points (sd=5) for non-immigrants (n=43) and 2.7 points (sd=6) for immigrants (n=124).
Result: There is no significant difference in the mean change in depression score between immigrant and non-immigrant patients [Welch’s t-test, t(109)= 0.998, p=0.32] nor the mean change in anxiety score between immigrant and non-immigrant patients [Welch’s t-test, t(100)= -0.18, p=0.86]. There is also no significant difference between the change in trauma scores between males and females [Mann-Whitney U t-test, p=0.15].
| No (N=65) |
Yes (N=228) |
Overall (N=293) |
|
|---|---|---|---|
| Depression Outcomes | |||
| Improved Depression | 44 (67.7%) | 169 (74.1%) | 213 (72.7%) |
| No change in Depression | 3 (4.6%) | 7 (3.1%) | 10 (3.4%) |
| Worsened Depression | 18 (27.7%) | 52 (22.8%) | 70 (23.9%) |
| Anxiety Outcomes | |||
| Improved Anxiety | 50 (76.9%) | 164 (71.9%) | 214 (73.0%) |
| No change in Anxiety | 3 (4.6%) | 19 (8.3%) | 22 (7.5%) |
| Worsened Anxiety | 12 (18.5%) | 45 (19.7%) | 57 (19.5%) |
| No (N=43) |
Yes (N=124) |
Overall (N=167) |
|
|---|---|---|---|
| Trauma Outcomes | |||
| Improved Trauma | 33 (76.7%) | 80 (64.5%) | 113 (67.7%) |
| No change in Trauma | 4 (9.3%) | 13 (10.5%) | 17 (10.2%) |
| Worsened Trauma | 6 (14.0%) | 31 (25.0%) | 37 (22.2%) |
Interpretation: At three months, 74% of depression scores for patients who were born outside of the country (n=228) improved compared to 67% of patients born in the U.S. (n=65). 23% of foreign-born patients worsened, compared to 28% of U.S.-born patients. The reverse was seen for anxiety scores; 77% of scores from US-born patients improved compared to 72% of scores from foreign-born patients. Roughly 20% worsened in both groups. As for trauma scores, 77% of the 124 scores belonging to non-immigrant patients improved compared to 65% of immigrant patients’ scores. 25% of immigrant patients’ scores worsened vs. 14% of native-born patients’ scores.
H0: There is no association between immigrant status and mental health outcomes (change in PHQ-9, GAD-7, PCL5-DSMIV scores).
HA: There is an association between immigrant status and mental health outcomes (change in PHQ-9, GAD-7, PCL5-DSMIV scores).
Assumption checking:
The variables are nominal: yes
Independence of observations: Yes, within the three month subset, there are no duplicate patient screenings. Only one observation per patient.
At least 80% of the groups have 5 or more observations: Yes, 5 out of 6 groups have at least 5 observations.
Result: We fail to reject the null hypothesis [\(\chi^2\)(2) = 1.15; p = 0.56]; there is no statistically significant relationship between immigrant status and depression outcomes. There is also no statistically significant relationship between immigrant status and anxiety outcomes (\(\chi^2\)(2) = 1.15, p = 0.56) or trauma scores (\(\chi^2\)(2) = 2.51, p = 0.26).
| No (N=258) |
Yes (N=35) |
Overall (N=293) |
|
|---|---|---|---|
| Change in PHQ-9 Scores Since Intake (Mean, SD) | -4.41, 6.91 | -3.26, 5.90 | -4.27, 6.80 |
| Change in GAD-7 Scores Since Intake (Mean, SD) | -4.17, 6.07 | -3.77, 5.79 | -4.12, 6.03 |
Interpretation: The mean change in depression scores for non-refugees (n=258) was a 4.4 point reduction in depression severity (sd=7). The depression scores of refugees (n=35) only improved 3.3 points from intake on average. At 3 months, the improvement in anxiety scores for non-refugees was 0.4 points higher than that of refugees (4.2 vs 3.8, respectively).
| No (N=148) |
Yes (N=19) |
Overall (N=167) |
|
|---|---|---|---|
| Change in PCL5-DSMIV Score Since Intake (Mean, SD) | -2.87, 5.21 | -4.42, 6.81 | -3.05, 5.41 |
Interpretation: From 2018-2021, the average change in trauma score was an improvement of 4.4 points (sd=7) for refugees (n=19) and 2.9 points (sd=5) for non-refugees (n=148).
Result: There is no significant difference in the mean change in depression score between refugee and non-refugee patients [Welch’s t-test, t(47)= -1.06, p=0.295] nor the mean change in anxiety score between these groups [Mann-Whitney U t-test,p=0.58]. There is also no significant difference between the change in trauma scores between refugees and non-refugees [Mann-Whitney U t-test, p=0.19].
| No (N=258) |
Yes (N=35) |
Overall (N=293) |
|
|---|---|---|---|
| Depression Outcomes | |||
| Improved Depression | 190 (73.6%) | 23 (65.7%) | 213 (72.7%) |
| No change in Depression | 7 (2.7%) | 3 (8.6%) | 10 (3.4%) |
| Worsened Depression | 61 (23.6%) | 9 (25.7%) | 70 (23.9%) |
| Anxiety Outcomes | |||
| Improved Anxiety | 191 (74.0%) | 23 (65.7%) | 214 (73.0%) |
| No change in Anxiety | 15 (5.8%) | 7 (20.0%) | 22 (7.5%) |
| Worsened Anxiety | 52 (20.2%) | 5 (14.3%) | 57 (19.5%) |
| No (N=148) |
Yes (N=19) |
Overall (N=167) |
|
|---|---|---|---|
| Trauma Outcomes | |||
| Improved Trauma | 100 (67.6%) | 13 (68.4%) | 113 (67.7%) |
| No change in Trauma | 16 (10.8%) | 1 (5.3%) | 17 (10.2%) |
| Worsened Trauma | 32 (21.6%) | 5 (26.3%) | 37 (22.2%) |
Interpretation: From intake to three months, 74% of patients who are not refugees (n=258) improved in depression scores, 3% remained at baseline, and 24% worsened. Refugee patients had worse depression outcomes at 3 months. 66% of refugee patients improved, 26% worsened, and 8.6% did not change from intake. A similar pattern held for anxiety scores: 66% of refugee scores improved and 20% remained at baseline vs. 74% of non-refugee scores improved and 6% did not change. The only difference is that only 14% of refugee patients’ anxiety scores worsened compared to 20% of non-refugees. Roughly 68% of trauma scores improved regardless of refugee/asylum seeker status. 26% of scores worsened for refugees(n=19) compared to 22% for non-refugees (n=148).
H0: There is no association between refugee status and mental health outcomes (change in PHQ-9, GAD-7, PCL5-DSMIV scores).
HA: There is an association between refugee status and mental health outcomes (change in PHQ-9, GAD-7, PCL5-DSMIV scores).
Assumption checking:
The variables are nominal: yes
Independence of observations: Yes, within the three month subset, there are no duplicate patient screenings. Only one observation per patient.
At least 80% of the groups have 5 or more observations: Yes, 5 of 6 groups have at least 5 observations.
Results: We fail to reject the first null hypothesis (\(\chi^2\)(2) = 3.42; p = 0.2); there is no statistically significant relationship between refugee status and depression outcomes or trauma outcomes (\(\chi^2\)(2) = 0.68; p = 0.7). However, there is a statistically significant relationship between refugee status and anxiety outcomes (\(\chi^2\)(2) = 9.1; p = 0.01). This result is driven by the fact that there were more non-refugees than expected in the improved anxiety category (n = 191; std res = -0.19) and fewer refugees than expected in the improved anxiety category (n=23, std res= -0.51). Also, more refugees than expected experienced no change (n=7, std res= 2.7). Although statistically significant, the relationship between refugee status and anxiety outcomes is weak (V = .11).
| No (N=180) |
Yes (N=113) |
Overall (N=293) |
|
|---|---|---|---|
| Change in PHQ-9 Scores Since Intake (Mean, SD) | -3.77, 6.36 | -5.07, 7.41 | -4.27, 6.80 |
| Change in GAD-7 Scores Since Intake (Mean, SD) | -3.95, 6.14 | -4.40, 5.86 | -4.12, 6.03 |
Interpretation: Almost 40% of the 3 month follow up sample affirmed having had or currently experiencing suicidal ideation. These patients (n=113) had slightly larger mean improvements in both depression and anxiety scores than patients who did denied suicidal ideation (n=180). Their mean change in scores at three months was 5 points (sd=7) for depression and 4.4 points for anxiety (sd=5.9), which is 1.3 and 0.5 points larger than the mean change of depression and anxiety scores, respectively, for patients who denied suicidal thoughts.
| No (N=98) |
Yes (N=69) |
Overall (N=167) |
|
|---|---|---|---|
| Change in PCL5-DSMIV Score Since Intake (Mean, SD) | -2.08, 4.61 | -4.42, 6.15 | -3.05, 5.41 |
Interpretation: From 2018-2021, the average change in trauma score was an improvement of 4.4 points (sd=6) for patients who admitted suicidal ideation (n=69) and 2.1 points (sd=5) for patients who denied suicidal thoughts (n=98).
Result: There is no significant difference in the mean change in depression score between suicidal and non-suicidal patients [Welch’s t-test, t(44)= -0.38, p=0.71] nor the mean change in anxiety score between these groups [Welch’s t-test, t(246)= 0.63, p=0.53]. However, there is a significant difference between the change in trauma scores between patients who admit suicidal ideation and those who do not [Mann-Whitney U t-test, p=0.01]. Though significant, the effect size is small, r=0.2, indicating a weak relationship between history of attempted suicide and change in trauma score.
| No (N=180) |
Yes (N=113) |
Overall (N=293) |
|
|---|---|---|---|
| Depression Outcomes | |||
| Improved Depression | 130 (72.2%) | 83 (73.5%) | 213 (72.7%) |
| No change in Depression | 7 (3.9%) | 3 (2.7%) | 10 (3.4%) |
| Worsened Depression | 43 (23.9%) | 27 (23.9%) | 70 (23.9%) |
| Anxiety Outcomes | |||
| Improved Anxiety | 131 (72.8%) | 83 (73.5%) | 214 (73.0%) |
| No change in Anxiety | 11 (6.1%) | 11 (9.7%) | 22 (7.5%) |
| Worsened Anxiety | 38 (21.1%) | 19 (16.8%) | 57 (19.5%) |
| No (N=98) |
Yes (N=69) |
Overall (N=167) |
|
|---|---|---|---|
| Trauma Outcomes | |||
| Improved Trauma | 61 (62.2%) | 52 (75.4%) | 113 (67.7%) |
| No change in Trauma | 15 (15.3%) | 2 (2.9%) | 17 (10.2%) |
| Worsened Trauma | 22 (22.4%) | 15 (21.7%) | 37 (22.2%) |
Interpretation: Depression outcomes at 3 months were similar for both patients who denied (n=180) and admitted (n=113) suicidal ideation. 74% of suicidal patients improved, 24% worsened, and 3% remained at baseline. Of the patients who denied suicidal thoughts, 73% improved, 24% worsened, and 4% remained at baseline. Anxiety scores were similar: 74% of patients who affirmed suicidal ideation improved, 10% did not change, and 17% worsened. Of the patients who denied suicidal thoughts, 73% improved, 6% did not change, and 21% worsened. As for trauma scores, 75% of the 69 scores from patients who admitted suicidal ideation improved, which is 13 percentage points higher than the percent of improved scores from patients who denied suicidal ideation.
H0: There is no association between suicidal ideation and mental health outcomes (change in PHQ-9, GAD-7, PCL5-DSMIV scores).
HA: There is an association between suicidal ideation and mental health outcomes (change in PHQ-9, GAD-7, PCL5-DSMIV scores).
Assumption checking:
The variables are nominal: yes
Independence of observations: Yes, within the three month subset, there are no duplicate patient screenings. Only one observation per patient.
At least 80% of the groups have 5 or more observations: Yes, 5 out of 6 groups do have at least 5 observations.
Results: The null hypothesis is partially rejected; there is a statisically significant relationship between suicidal ideation and trauma score outcomes (\(\chi^2\)(2) = 0.32; p = 0.9). Based on the standardized residuals, this result is driven by the fact that there were more improved scores and fewer unchanged scores for patients who admitted suicidal ideation than expected. There were also fewer improved scores and more unchanged scores than expected for patients who denied suicidal ideation. Though this relationship is significant, the effect size is weak to moderate (V = .20). There is no statistically significant relationship between suicidal ideation and depression outcomes (\(\chi^2\)(2) = 0.32; p = 0.9) or anxiety outcomes (\(\chi^2\)(2) = 1.88; p = 0.4).
| No (N=256) |
Yes (N=37) |
Overall (N=293) |
|
|---|---|---|---|
| Change in PHQ-9 Scores Since Intake (Mean, SD) | -4.11, 6.74 | -5.35, 7.22 | -4.27, 6.80 |
| Change in GAD-7 Scores Since Intake (Mean, SD) | -4.11, 6.09 | -4.24, 5.65 | -4.12, 6.03 |
Interpretation: From intake to 3 months, the mean change in depression score for patients who had a history of attempted suicide (n=37) was a reduction of 5.4 points (sd=7.2), which is slightly more than the improvement patients who denied a history of attempted suicide (n=256) experienced on average (4 points (sd=6.7). The mean change in anxiety score at 3 months was similar between the two groups; patients who had not attempted suicide improved 4.1 points (sd=6) and patients who had improved 4.2 (sd=6) points on average.
| No (N=139) |
Yes (N=28) |
Overall (N=167) |
|
|---|---|---|---|
| Change in PCL5-DSMIV Score Since Intake (Mean, SD) | -2.63, 5.10 | -5.11, 6.47 | -3.05, 5.41 |
Interpretation: From 2018-2021, the average change in trauma score was an improvement of 5.1 points (sd=6.5) for patients who had attempted suicide (n=28) and 2.6 points (sd=5) for patients who denied attempted suicide (n=139).
Result: There is no significant difference in the mean change in depression score between suicidal and non-suicidal patients [Mann-Whitney U t-test, p=0.34] nor the mean change in anxiety score between these groups [Mann-Whitney U t-test, p=0.75]. There is also no significant difference between the change in trauma scores for patients who have attempted suicide and those who have not [Mann-Whitney U t-test, p=0.07].
| No (N=256) |
Yes (N=37) |
Overall (N=293) |
|
|---|---|---|---|
| Depression Outcomes | |||
| Improved Depression | 184 (71.9%) | 29 (78.4%) | 213 (72.7%) |
| No change in Depression | 10 (3.9%) | 0 (0%) | 10 (3.4%) |
| Worsened Depression | 62 (24.2%) | 8 (21.6%) | 70 (23.9%) |
| Anxiety Outcomes | |||
| Improved Anxiety | 187 (73.0%) | 27 (73.0%) | 214 (73.0%) |
| No change in Anxiety | 18 (7.0%) | 4 (10.8%) | 22 (7.5%) |
| Worsened Anxiety | 51 (19.9%) | 6 (16.2%) | 57 (19.5%) |
| No (N=139) |
Yes (N=28) |
Overall (N=167) |
|
|---|---|---|---|
| Trauma Outcomes | |||
| Improved Trauma | 94 (67.6%) | 19 (67.9%) | 113 (67.7%) |
| No change in Trauma | 14 (10.1%) | 3 (10.7%) | 17 (10.2%) |
| Worsened Trauma | 31 (22.3%) | 6 (21.4%) | 37 (22.2%) |
Interpretation: At three months follow-up, 72% of the 256 depression scores of patients who denied attempting suicide improved, 24% worsened, and 4% remained at baseline. Depression outcomes for patients who admitted a history of attempted suicide (n=37) were slightly better; 78% improved, 22% worsened, and none remained at baseline. There were no large differences in the percent of improved anxiety or trauma scores between the groups.
H0: There is no association between having a history of attempted suicide and mental health outcomes (change in PHQ-9, GAD-7, PCL5-DSMIV scores).
HA: There is an association between having a history of attempted suicide and mental health outcomes (change in PHQ-9, GAD-7, PCL5-DSMIV scores).
Assumption checking:
The variables are nominal: yes
Independence of observations: Yes, within the three month subset, there are no duplicate patient screenings. Only one observation per patient.
At least 80% of the groups have 5 or more observations: Yes, 5 out of 6 groups have 5 or more observations.
Results: The null hypothesis cannot be rejected; there is no statistically significant relationship between history of attempted suicide and depression outcomes (\(\chi^2\)(2) = 1.72; p = 0.42), anxiety outcomes (\(\chi^2\)(2) = 0.84; p = 0.66), or trauma outcomes at 3 months (\(\chi^2\)(2) = 0.01; p = 0.99).
| No (N=240) |
Yes (N=53) |
Overall (N=293) |
|
|---|---|---|---|
| Change in PHQ-9 Scores Since Intake (Mean, SD) | -3.79, 6.41 | -6.43, 8.06 | -4.27, 6.80 |
| Change in GAD-7 Scores Since Intake (Mean, SD) | -3.84, 6.14 | -5.42, 5.39 | -4.12, 6.03 |
Interpretation: At 3 months, patients who received the BHR number (n=53) had larger average improvements in both depression and anxiety scores than the patients who were not referred to BHR (n=240). At 3 months, the mean change in depression scores for patients who received the BHR crisis number was -6.4 (sd=8), which is 2.6 points more improvement than the mean change patients who did not receive the BHR number experienced. The mean change in anxiety score for patients who received the BHR crisis number was -5.4 (sd=5), which is nearly two points more than the mean reduction in anxiety severity of patients who were not referred to BHR.
| No (N=133) |
Yes (N=34) |
Overall (N=167) |
|
|---|---|---|---|
| Change in PCL5-DSMIV Score Since Intake (Mean, SD) | -2.69, 5.31 | -4.44, 5.66 | -3.05, 5.41 |
Interpretation: From 2018-2021, the average change in trauma score was an improvement of 4.4 points (sd=6) for patients who were referred to BHR (n=34) and 2.7 points (sd=5) for patients who were not (n=133).
Results: The null hypothesis is partially rejected. There is a significant difference between the change in depression scores between patients who are referred to BHR and those who are not [Mann-Whitney U t-test, p=0.01]. Though significant, the effect size is small, r=0.1, indicating a weak relationship between BHR referral and change in depression score. Though very close, there were no significant differences in the mean change in anxiety score [Mann-Whitney U t-test, p=0.06] or trauma score [Mann-Whitney U t-test, p=0.05] between patients who were and were not referred to BHR.
| No (N=240) |
Yes (N=53) |
Overall (N=293) |
|
|---|---|---|---|
| Depression Outcomes | |||
| Improved Depression | 170 (70.8%) | 43 (81.1%) | 213 (72.7%) |
| No change in Depression | 9 (3.8%) | 1 (1.9%) | 10 (3.4%) |
| Worsened Depression | 61 (25.4%) | 9 (17.0%) | 70 (23.9%) |
| Anxiety Outcomes | |||
| Improved Anxiety | 173 (72.1%) | 41 (77.4%) | 214 (73.0%) |
| No change in Anxiety | 18 (7.5%) | 4 (7.5%) | 22 (7.5%) |
| Worsened Anxiety | 49 (20.4%) | 8 (15.1%) | 57 (19.5%) |
| No (N=133) |
Yes (N=34) |
Overall (N=167) |
|
|---|---|---|---|
| Trauma Outcomes | |||
| Improved Trauma | 87 (65.4%) | 26 (76.5%) | 113 (67.7%) |
| No change in Trauma | 16 (12.0%) | 1 (2.9%) | 17 (10.2%) |
| Worsened Trauma | 30 (22.6%) | 7 (20.6%) | 37 (22.2%) |
Interpretation: Patients who were referred to BHR (n=53) had better depression and anxiety outcomes at three months than those who were not referred to BHR (n=240). For patients who were referred, 81% of depression scores and 77% of anxiety scores improved compared to 70% of depression scores and 72% of anxiety score for patients who were not referred to BHR. A smaller percentage of both depression and anxiety scores worsened for patients who were referred than those who were not. The same pattern was observed for trauma scores; 76% of scores improved for patients referred to BHR compared to only 65% of scores for those who were not referred.
H0: There is no association between BHR referral status and mental health outcomes (change in PHQ-9, GAD-7, PCL5-DSMIV scores).
HA: There is an association between BHR referral status and mental health outcomes (change in PHQ-9, GAD-7, PCL5-DSMIV scores).
Assumption checking:
The variables are nominal: yes
Independence of observations: Yes, within the three month subset, there are no duplicate patient screenings. Only one observation per patient.
At least 80% of the groups have 5 or more observations: Yes, 5 of 6 groups have at least 5 observations.
Results: The null hypothesis cannot be rejected; there is no statistically significant relationship between BHR referral status and depression outcomes (\(\chi^2\)(2) = 2.37; p = 0.3), anxiety outcomes (\(\chi^2\)(2) = 0.80; p = 0.67), or trauma outcomes (\(\chi^2\)(2) = 2.7; p = 0.26).
The discharge subset (n=196) includes all scores labelled as discharges from any follow-up month. Therapy mode was analyzed as a binary variable in this subset, as the hybrid responses had to be removed due to low sample size. In addition to understanding the relationship between the therapy-related factors aforementioned and mental health outcomes at the end of treatment, this analysis aims is to answer two key questions:
| Overall (N=196) |
|
|---|---|
| Race/Ethnicity | |
| Other | 17 (8.7%) |
| Black (Not Hispanic) | 15 (7.7%) |
| White (Not Hispanic) | 15 (7.7%) |
| Latino | 149 (76.0%) |
| Gender | |
| Female | 137 (69.9%) |
| Male | 59 (30.1%) |
| Preferred Language | |
| Spanish | 120 (61.2%) |
| English | 53 (27.0%) |
| Bilingual | 18 (9.2%) |
| Other | 5 (2.6%) |
| Born Outside of the Country? | |
| No | 35 (17.9%) |
| Yes | 161 (82.1%) |
| Refugee or Asylum Seeker | |
| No | 172 (87.8%) |
| Yes | 24 (12.2%) |
| MHC Follow Up Month Milestone | |
| 3 | 88 (44.9%) |
| 6 | 52 (26.5%) |
| 9 | 20 (10.2%) |
| 12 | 13 (6.6%) |
| 15+ | 23 (11.7%) |
| 3 (N=88) |
6 (N=52) |
9 (N=20) |
12 (N=13) |
15+ (N=23) |
Overall (N=196) |
|
|---|---|---|---|---|---|---|
| Change in PHQ-9 Score Since Intake | ||||||
| Mean (SD) | -6.07 (6.91) | -4.88 (6.97) | -6.25 (6.91) | -2.23 (5.26) | -3.83 (9.17) | -5.26 (7.15) |
| Change in GAD-7 Score Since Intake | ||||||
| Mean (SD) | -5.66 (6.20) | -3.77 (5.67) | -5.35 (5.33) | -2.08 (7.48) | -3.83 (7.60) | -4.67 (6.29) |
| Depression Outcomes | ||||||
| Improved Depression | 71 (80.7%) | 36 (69.2%) | 15 (75.0%) | 6 (46.2%) | 13 (56.5%) | 141 (71.9%) |
| No change in Depression | 1 (1.1%) | 4 (7.7%) | 3 (15.0%) | 3 (23.1%) | 3 (13.0%) | 14 (7.1%) |
| Worsened Depression | 16 (18.2%) | 12 (23.1%) | 2 (10.0%) | 4 (30.8%) | 7 (30.4%) | 41 (20.9%) |
| Anxiety Outcomes | ||||||
| Improved Anxiety | 70 (79.5%) | 39 (75.0%) | 17 (85.0%) | 9 (69.2%) | 13 (56.5%) | 148 (75.5%) |
| No change in Anxiety | 5 (5.7%) | 3 (5.8%) | 1 (5.0%) | 0 (0%) | 2 (8.7%) | 11 (5.6%) |
| Worsened Anxiety | 13 (14.8%) | 10 (19.2%) | 2 (10.0%) | 4 (30.8%) | 8 (34.8%) | 37 (18.9%) |
Summary: Of the 196 discharge assessments completed for patients over age 16 from 2018-2022, 76% are Latino, 8% are Black (Not Hispanics) or White (Not Hispanics), and 9% are “Other”. 88 patients (45% of all discharges) were discharged at 3 months, followed by 6 months (n=52), 15+ months (n=23), 9 months (n=20), and 12 months (n=13). All patients improved in both anxiety and depression by time of discharge. The highest average improvement in depression scores is of 6.25 points (sd=7) at 9 months. The second-highest improvement (6 points (sd= 7)) was seen at 3 months, followed by 6 months (4.9 point improvement (sd=7). After 12 months, the average improvement in depression score was small (<3.9 points) and more variable, as is the percentage of people achieving improved scores. A higher percentage of patients discharged within the first 9 months of therapy had improved anxiety and depression outcomes than the percentage of patients who improved at or after 12 months.
| Overall (N=93) |
|
|---|---|
| Race/Ethnicity | |
| Black (Not Hispanic) | 9 (9.7%) |
| White (Not Hispanic) | 9 (9.7%) |
| Latino | 68 (73.1%) |
| Other | 7 (7.5%) |
| Gender | |
| Female | 64 (68.8%) |
| Male | 29 (31.2%) |
| Preferred Language | |
| Spanish | 52 (55.9%) |
| English | 31 (33.3%) |
| Bilingual | 10 (10.8%) |
| Born Outside of the Country? | |
| No | 20 (21.5%) |
| Yes | 73 (78.5%) |
| Refugee or Asylum Seeker | |
| No | 82 (88.2%) |
| Yes | 11 (11.8%) |
| MHC Follow Up Month Milestone | |
| 3 | 44 (47.3%) |
| 6 | 24 (25.8%) |
| 9 | 13 (14.0%) |
| 12 | 7 (7.5%) |
| 15+ | 5 (5.4%) |
| 3 (N=44) |
6 (N=24) |
9 (N=13) |
12 (N=7) |
15+ (N=5) |
Overall (N=93) |
|
|---|---|---|---|---|---|---|
| Change in PCL5-DSMIV Score Since Intake (Mean, SD) | -4.00, 5.90 | -3.13, 5.14 | -6.08, 4.94 | -2.00, 3.16 | 2.40, 9.07 | -3.57, 5.78 |
| Trauma Outcomes | ||||||
| Improved Trauma | 34 (77.3%) | 18 (75.0%) | 11 (84.6%) | 5 (71.4%) | 3 (60.0%) | 71 (76.3%) |
| No change in Trauma | 4 (9.1%) | 1 (4.2%) | 2 (15.4%) | 1 (14.3%) | 0 (0%) | 8 (8.6%) |
| Worsened Trauma | 6 (13.6%) | 5 (20.8%) | 0 (0%) | 1 (14.3%) | 2 (40.0%) | 14 (15.1%) |
Summary: The same demographic patterns seen in the overall discharge population hold for the discharges with trauma scores from 2018-2021 (n=93); most patients are Latino, female, Spanish-speaking, foreign-born, non-refugees. Most patients in this subset also discharged at 3 months, followed by 6 and 9 months. There are less than 13 respondents at the 12 and 15+ marks combined. Across all time points, at the end of treatment, patients’ trauma scores had improved 5.3 points from intake (sd=7). The greatest change in trauma score was seen at 9 months, followed closely by 3 months. After 9 months, the average improvement was less than 4 points, and the percentage of scores improving was also smaller, while the percentage of people worsening was higher than that seen in the earlier follow up months.
Interpretation: Most discharges from 2018 to 2022 occurred at 3 months (n=90), followed by 6 months (n=52), 9 months (n=20), 15+ months (n=15) and 12 months (n=13). Patients improved the most at 3 months for both depression scores (median reduction in PHQ-9 severity = -6) and anxiety scores (median 5 point improvement). Of the 93 discharges from 2018-2021 who had trauma scores, most were discharged at 3 months, followed by 6 and 9 months. The largest change in trauma score was seen at nine months, with a 6 point reduction in severity (sd=5). After 12 months, the average improvement for patients was less than 3 points, but the sample sizes for these later follow up months are quite small (n=<10).
ANOVA tests will be used to examine the relationship between the change in depression, anxiety, and trauma scores (continuous variables, Delta.PHQ9, Delta.GAD7, Delta.PCL4) and the time of discharge (MHC Follow Up Month).
Anxiety scores met the assumptions for ANOVA. The null hypothesis that the mean change in anxiety scores is the same across follow up months was tested. Alternative hypothesis is that the mean change in score is not the same across follow up months.
Result: There was no significant difference in the mean change in anxiety score across follow up month [(F(4, 191) = 1.54; p=0.19)].
The relationship between depression/trauma scores and MHC follow up months failed the normality assumption for the ANOVA statistical test. The Kruskal-Wallis test was conducted as a result with the null and alternative hypotheses:
H0: The mean rank of the change in depression and trauma scores is the same across MHC follow up months.
HA: The mean rank of the change in depression and trauma scores is not the same across MHC follow up months.
Result: We fail to reject the null hypothesis. There are no statistically significant differences between the mean ranks of the change in depression scores across MHC follow up months [H(4) = 6.0; p =0.2], nor between the mean ranks of the change in trauma score across MHC follow up months [H(4) = 5.8; p = .22].
During every follow-up screening, patients are asked to rate their satisfaction with counseling on a 10-point scale (prior to 2021) and 5-point Likert scale (after 2021). Values after 2021 were transformed to match the Access rating scale, for a final sample of 777 satisfaction ratings.
| Under 20 (N=34) |
20-29 (N=148) |
30-39 (N=253) |
40-49 (N=182) |
50-59 (N=113) |
60 and over (N=47) |
Overall (N=777) |
|
|---|---|---|---|---|---|---|---|
| Client Satisfaction (Median, IQR) | 10.0, 1.00 | 9.00, 2.00 | 10.0, 1.00 | 10.0, 1.00 | 10.0, 1.00 | 10.0, 1.00 | 10.0, 1.00 |
| Asian or Pacific Islander (N=13) |
Black (Not Hispanic) (N=76) |
White (Not Hispanic) (N=88) |
Latino (N=559) |
Other (N=41) |
Overall (N=777) |
|
|---|---|---|---|---|---|---|
| Client Satisfaction (Median, IQR) | 9.00, 3.00 | 10.0, 2.00 | 10.0, 2.00 | 10.0, 1.00 | 10.0, 1.00 | 10.0, 1.00 |
| Female (N=574) |
Male (N=203) |
Overall (N=777) |
|
|---|---|---|---|
| Client Satisfaction (Median, IQR) | 10.0, 1.00 | 10.0, 2.00 | 10.0, 1.00 |
| Spanish (N=451) |
English (N=240) |
Bilingual (N=66) |
Other (N=20) |
Overall (N=777) |
|
|---|---|---|---|---|---|
| Client Satisfaction (Median, IQR) | 10.0, 0 | 10.0, 2.00 | 9.50, 2.00 | 10.0, 1.25 | 10.0, 1.00 |
| No (N=194) |
Yes (N=583) |
Overall (N=777) |
|
|---|---|---|---|
| Client Satisfaction (Median, IQR) | 10.0, 2.00 | 10.0, 1.00 | 10.0, 1.00 |
| No (N=702) |
Yes (N=75) |
Overall (N=777) |
|
|---|---|---|---|
| Client Satisfaction (Median, IQR) | 10.0, 1.00 | 10.0, 2.00 | 10.0, 1.00 |
| Mexico (N=367) |
United States (N=194) |
Other Latin America (N=134) |
Middle East (N=23) |
Africa (N=14) |
Asia (N=8) |
Europe (N=3) |
Overall (N=743) |
|
|---|---|---|---|---|---|---|---|---|
| Client Satisfaction (Median, IQR) | 10.0, 1.00 | 10.0, 2.00 | 10.0, 0 | 10.0, 1.00 | 9.50, 3.00 | 10.0, 1.50 | 9.00, 0.500 | 10.0, 1.00 |
Of the 414 MHC patients surveyed from 2018-2022, only 160 people provided additional comments to the question “If you could change anything about your treatment, what would it be?” and “Do you have any other feedback for us?”. Their comments were parsed using conventional content analysis, and 256 observations of 28 codes, or themes, emerged from the text. These fell into three broad categories (Figure 1) and were further collapsed into 16 codes (Table 1).
| Overall (N=257) |
|
|---|---|
| Themes | |
| Pleased with services | 95 (37.0%) |
| Improved or benefited from therapy | 33 (12.8%) |
| Staff/therapist is kind and attentive | 7 (2.7%) |
| Therapist is skillful and competent | 6 (2.3%) |
| Feel comfortable, safe, or relaxed in therapy | 5 (1.9%) |
| Would prefer in-person therapy | 22 (8.6%) |
| Would prefer a counselor who speaks the same language | 11 (4.3%) |
| Would like longer or more frequent sessions | 8 (3.1%) |
| Would like medication | 6 (2.3%) |
| Barriers to treatment | 4 (1.6%) |
| Little to no progress made on presenting issues | 16 (6.2%) |
| Issue with therapist's methods | 14 (5.4%) |
| Matching issue with therapist | 11 (4.3%) |
| Dislike switching counselors frequently | 8 (3.1%) |
| Displeased by Casa's communication or policies | 8 (3.1%) |
| Unhelpful, not for me | 3 (1.2%) |
Of the 257 feedback codes, the most common was that patients were satisfied with services and desired no changes in their therapy (37%). 13% of comment codes signaled that patients had improved or benefited from therapy, either by increasing their self-awareness or gaining new social-emotional tools. Other positive comments included feeling comfortable and relaxed in therapy (2%) and feeling that their therapist was very competent (2.3%) and kind (3%).
The most frequent negative comment code was from patients who felt they had made little to no progress on their presenting issue(s), but only 3 of these patients were disinterested in continuing treatment. The second-most frequent code was displeasure with their therapist’s methods (24% of negative comments (n=60), but only 5.4% of entire sample). This was driven by patients who felt their therapist did not provide enough specific, actionable advice or tools for them to try outside of counseling. 4% felt they were not well matched with their therapist due to gender, race, age/lived experience, religion, and/or personality. Other negative comment codes were about disliking having to switch counselors frequently (3%) and displeasure with the communication from Casa’s receptionists and/or MHC policies (e.g. the no-show policy).
The remaining codes fell into a neutral category of desired changes or unmet needs. The #1 change patients wanted was to have in-person (9%) therapy. Many patients stated that they felt unable to talk freely about their problems over the phone or through Zoom because they were either not in a safe space or were around the people who were driving their problems. Other patients preferred in-person therapy because they were uncomfortable with technology and/or because they found it difficult to be vulnerable and connect with their therapist remotely. Only 2 patients expressly stated that they enjoyed telehealth services. In addition to changing the mode of therapy, patients asked for longer or more frequent sessions with their therapist, as well as to move away from using interpreters, with one couple noting that working with one was “very uncomfortable” and another patient questioning the fidelity of interpretation. Six patients’ comments concerned their mental health medications, with most needing refills or adjustment by a psychiatrist. Finally, 2% of comment codes described difficulties people face in attending appointments, such as unreliable transportation, childcare, cost, or scheduling conflicts.
Casa Clinic and GUIA patients are invited to complete an online patient satisfaction survey after every appointment. In the MHC, the survey is distributed via text every 6 months to minimize duplicates given the recurrent nature of therapy. This dataset contains all responses collected from July 20, 2021 to July 25th, 2022.
This dataset has 255 observations across 9 variables. Qualitative responses were analyzed using conventional content analysis.2
| Variable | Description | Type | Values |
|---|---|---|---|
| Timestamp | Time survey was submitted (serves as Case ID / row count) |
categorical | date/time |
| PreferredLanguage | Clients’ Language | categorical |
|
| ServicesUsed | Casa service client receives | categorical |
|
| WouldRecommend | Likelihood patient would recommend Casa services | categorical |
|
| WouldStillChoose | Likelihood patient would still choose Casa services if they had other options available | categorical |
|
| Cultura | How sensitive Casa has been to patients’ cultural and linguistic needs | categorical |
|
| LikertComments | Clients’ free-text comments on Casa overall | categorical, qualitative | Individual comments were organized into 2 themes and sub-themes:
|
| OtherServices | Clients’ free-text suggestions on services they would like to receive at Casa | categorical, qualitative | Individual comments were organized into themes (described below) |
| Spanish/Portuguese (N=219) |
English (N=36) |
Overall (N=255) |
|
|---|---|---|---|
| Services Used | |||
| Mental Health only | 30 (13.7%) | 26 (72.2%) | 56 (22.0%) |
| Clinic only | 135 (61.6%) | 6 (16.7%) | 141 (55.3%) |
| GUIAs | 6 (2.7%) | 0 (0%) | 6 (2.4%) |
| Clinic & GUIAs | 17 (7.8%) | 1 (2.8%) | 18 (7.1%) |
| All of them | 12 (5.5%) | 0 (0%) | 12 (4.7%) |
| Clinic & Mental Health | 18 (8.2%) | 3 (8.3%) | 21 (8.2%) |
| Mental Health & GUIAs | 1 (0.5%) | 0 (0%) | 1 (0.4%) |
| Would recommend Casa services | |||
| Strongly Disagree | 3 (1.4%) | 0 (0%) | 3 (1.2%) |
| Disagree | 1 (0.5%) | 0 (0%) | 1 (0.4%) |
| Neutral | 12 (5.5%) | 4 (11.1%) | 16 (6.3%) |
| Agree | 10 (4.6%) | 7 (19.4%) | 17 (6.7%) |
| Strongly Agree | 193 (88.1%) | 25 (69.4%) | 218 (85.5%) |
| Would still choose Casa services even among other options | |||
| Strongly Disagree | 2 (0.9%) | 0 (0%) | 2 (0.8%) |
| Disagree | 1 (0.5%) | 0 (0%) | 1 (0.4%) |
| Neutral | 19 (8.7%) | 5 (13.9%) | 24 (9.4%) |
| Agree | 9 (4.1%) | 6 (16.7%) | 15 (5.9%) |
| Strongly Agree | 188 (85.8%) | 25 (69.4%) | 213 (83.5%) |
| Casa is culturally sensitive | |||
| Strongly Disagree | 1 (0.5%) | 0 (0%) | 1 (0.4%) |
| Disagree | 2 (0.9%) | 1 (2.8%) | 3 (1.2%) |
| Neutral | 12 (5.5%) | 3 (8.3%) | 15 (5.9%) |
| Agree | 11 (5.0%) | 3 (8.3%) | 14 (5.5%) |
| Strongly Agree | 193 (88.1%) | 29 (80.6%) | 222 (87.1%) |
Summary: Of the patients surveyed (n=255), most used clinic services (n=192), followed by mental health services at the MHC (n=90). The majority of patients (n=218) spoke Spanish (only 1 Portuguese respondent). Of the English-speaking patients surveyed (n=36), 72.2% were MHC patients. All GUIA patients surveyed (n=37), save for one person, were Spanish-speakers. Nearly 86% of patients would recommend Casa services to others. 90% of Spanish/Portuguese-speakers and 86% English-speaking patients would continue to choose Casa services even if other options were available to them (“Agree” and “Strongly Agree”). 93% of patients believe Casa is sensitive of their cultural and linguistic needs (“Agree” and “Strongly Agree”).
| Overall (N=51) |
|
|---|---|
| Comment Themes | |
| Kind and helpful staff | 10 (19.6%) |
| Quality of service: Good care and attention | 25 (49.0%) |
| Enjoy receiving services, benefit from them, thankful | 9 (17.6%) |
| Difficult to schedule and receive services | 5 (9.8%) |
| Negative experience with provider or staff | 2 (3.9%) |
Summary: Among the 51 additional comments patients provided, two main themes emerged: positive experiences with Casa and negative ones, with three and two sub-themes, respectively. 86% of comments were positive. The most common positive feedback was regarding the quality of service, rating it as good and attentive care. 20% of respondents noted how kind, warm, and helpful the staff is, with one patient saying that “todos desde la señora que hace la limpieza allí son muy cariñosas.” ~17.6% of patients said they enjoyed receiving services, had benefited from them, and/or were grateful for Casa services. The most compelling comment of gratitude was “My time at Casa has been invaluable and life-changing. I could not afford it otherwise. Thank you!!” Most negative comments (10%) were complaints about how difficult it is to reach the front desk via phone to schedule an appointment and the long-wait time for appointments. The remaining 4% (n=2) were about negative experiences patients had had with providers or staff who were described as “not very personable” or “desagradable.”
Figure 1. The most common words used in patient feedback (yellow= most frequent, red= frequent, blue= at least once). Amables was the word most used by patients in their comments about Casa.
Figure 2. Other services patients would like to see at Casa. Of the 43 suggestions provided, dentistry was the most common request (n=29), followed by vision (n=4), dermatology (n=2), and services for kids (n=2). The most unique requests were for yoga, tax-prep help, and applying for disability.
During an intake screening, patients are asked what issues brought them to counseling / what they would they hope to achieve in counseling. These responses are recorded by volunteers and used to triage and match patients to the most appropriate counselor. Sometimes the volunteer enters a direct quote from a patient; other times, a summary of their issue is recorded. Below are the most 75 most common words used to describe patient presenting issues:
The presenting issues for the 414 unique patients in the MasterMHC dataset were coded using conventional content analysis. 28 themes, or codes, and 48 subcodes emerged from the text. Each patient had 1-5 codes/subcodes assigned to them, depending on the richness of their comment, resulting in 891 observations of 82 different combinations of presenting issue codes in total (Table 1). In R, codes were deaggregated per patient, and subcodes were collapsed into 29 broader categories (Table 2).
| Overall (N=891) |
|
|---|---|
| All codes and subcodes | |
| Anger issues -- unspecified | 20 (2.2%) |
| Anger issues -- management | 11 (1.2%) |
| Anxiety -- unspecified | 103 (11.6%) |
| Anxiety -- COVID | 1 (0.1%) |
| Anxiety -- panic attacks | 8 (0.9%) |
| Anxiety -- for family in home country | 3 (0.3%) |
| Depression -- unspecified | 122 (13.7%) |
| Depression -- COVID | 1 (0.1%) |
| Depression -- post-partum | 5 (0.6%) |
| Domestic abuse | 21 (2.4%) |
| Eating disorder | 5 (0.6%) |
| Family problems -- unspecified | 37 (4.2%) |
| Family problems -- estrangement | 3 (0.3%) |
| Family problems -- separation, particularly from child | 11 (1.2%) |
| Grief | 32 (3.6%) |
| Guilt | 6 (0.7%) |
| Insomnia | 14 (1.6%) |
| Loneliness | 9 (1.0%) |
| Toll of managing physical illness | 16 (1.8%) |
| Marital problems -- unspecified | 45 (5.1%) |
| Marital problems -- infidelity | 10 (1.1%) |
| Marital problems -- separation/divorce | 14 (1.6%) |
| Marital problems -- intimacy or reproductive issue | 3 (0.3%) |
| Marital problems -- substance abuse | 2 (0.2%) |
| Medication -- desired | 4 (0.4%) |
| Medication -- other | 5 (0.6%) |
| Memory problems | 6 (0.7%) |
| Mood disorder -- unspecified | 3 (0.3%) |
| Mood disorder -- mood swings | 5 (0.6%) |
| Parenting issue | 21 (2.4%) |
| Poor concentration | 6 (0.7%) |
| Poor concentration -- ADHD | 2 (0.2%) |
| Psychiatric evaluation -- disorder suspected | 2 (0.2%) |
| Psychosis -- hallucinations | 3 (0.3%) |
| Psychosis -- paranoia | 5 (0.6%) |
| Psychosis -- schizophrenia | 2 (0.2%) |
| Psychosomatic symptoms | 11 (1.2%) |
| Quarantine | 2 (0.2%) |
| Relationship problems -- romantic, friendships & other unspecified (excludes marriage & family) | 25 (2.8%) |
| Relationship problems -- difficulty connecting with others | 9 (1.0%) |
| Relationship problems -- romantic break-up | 6 (0.7%) |
| Relationship problems -- sexual issue | 2 (0.2%) |
| Issues relating to oneself -- other | 10 (1.1%) |
| Issues relating to oneself -- body image issues | 2 (0.2%) |
| Issues relating to oneself -- regulating emotions | 7 (0.8%) |
| Issues relating to oneself -- identity issue, including sexual orientation | 2 (0.2%) |
| Issues relating to oneself -- seeking advice on self-actualization (goals, etc) | 4 (0.4%) |
| Issues relating to oneself -- improving self-esteem | 20 (2.2%) |
| Stress -- unspecified | 29 (3.3%) |
| Stress -- COVID | 2 (0.2%) |
| Stress -- due to care-taking or loved one's affliction | 11 (1.2%) |
| Stress -- immigration | 16 (1.8%) |
| Stress -- finances | 11 (1.2%) |
| Stress -- parenting | 3 (0.3%) |
| Stress -- work/school | 6 (0.7%) |
| Suicidal ideation or behavior | 20 (2.2%) |
| Substance abuse -- unspecified | 9 (1.0%) |
| Substance abuse -- alcohol | 5 (0.6%) |
| Substance abuse -- drugs | 3 (0.3%) |
| Trauma -- unspecifed | 25 (2.8%) |
| Trauma -- abuse | 11 (1.2%) |
| Trauma -- assault | 9 (1.0%) |
| Trauma -- childhood | 11 (1.2%) |
| Trauma -- incarceration | 2 (0.2%) |
| Trauma -- past relationship | 2 (0.2%) |
| Trauma -- PTSD | 3 (0.3%) |
| Trauma -- reproductive | 2 (0.2%) |
| Trauma -- war | 2 (0.2%) |
| Undisclosed | 2 (0.2%) |
| Court-mandated counseling | 6 (0.7%) |
| Other external reason for counseling | 4 (0.4%) |
| Referred by Casa clinic | 21 (2.4%) |
| Referred by partner organization | 4 (0.4%) |
| Referred by other | 6 (0.7%) |
| Overall (N=891) |
|
|---|---|
| Themes | |
| Anger issues | 31 (3.5%) |
| Anxiety | 115 (12.9%) |
| Depression | 128 (14.4%) |
| Domestic abuse | 21 (2.4%) |
| Eating disorder | 5 (0.6%) |
| Family problems | 51 (5.7%) |
| Grief | 32 (3.6%) |
| Insomnia | 14 (1.6%) |
| Loneliness | 9 (1.0%) |
| Toll of managing physical illness | 16 (1.8%) |
| Marital problems | 74 (8.3%) |
| Medication | 9 (1.0%) |
| Memory problem | 6 (0.7%) |
| Mood disorder | 8 (0.9%) |
| Parenting issue | 21 (2.4%) |
| Poor concentration | 8 (0.9%) |
| Psych evaluation | 2 (0.2%) |
| Psychosis | 10 (1.1%) |
| Psychosomatic symptoms | 11 (1.2%) |
| Quarantine | 2 (0.2%) |
| Relationship problems | 42 (4.7%) |
| Issues relating to oneself | 51 (5.7%) |
| Stress | 78 (8.8%) |
| Suicidal ideation or behavior | 20 (2.2%) |
| Substance abuse | 17 (1.9%) |
| Trauma | 67 (7.5%) |
| Undisclosed | 2 (0.2%) |
| Mandated counseling for legal reason | 10 (1.1%) |
| Referral | 31 (3.5%) |
Summary: The most common presenting issues were depression and anxiety, followed by stress, trauma, and family problems. A patients’ comments were coded as “depression” if they explicitly used that word or if they described its symptoms as their chief complaint. For example, patients who described frequent crying, low motivation, and “feeling fragile” were grouped into this theme. The main sub-codes of depression were post-partum and COVID-19-related. Anxiety included patients who used any derivative of the word anxious, as well as those who described feeling fearful, nervous/worried, and panicked.
Stress had numerous sub-categories, the most common being stress secondary to immigration. This broad subcategory captured all people who were having difficulty adjusting or assimilating to their new environment, having trouble with the language barrier, stressing about family dispersal and safety (including the threat of deportation), and those who were stressed about how their children would grow up in an environment entirely different from what they knew. This subcategory demonstrates how stress can go hand-in-hand with anxiety, as most of these concerns could have been listed under either category. The desperation felt by patients was best captured by one patients’ comment: “Is it worth it being in the U.S.?”
The fourth-most common presenting issue was marital problems, most commonly due to separation/divorce and infidelity. Other marital problems were due to financial concerns, differing parenting styles, substance abuse of one partner, and reproductive/intimacy issues, including impotence, sexual frustration, and disagreement on having children.
While many patients did not describe their trauma in great detail during an intake, those that did revealed that MHC patients have been exposed to a high level of inter-personal violence. Of the 67 trauma-related presenting issues, abuse (including sexual, physical, verbal, and emotional abuse), assault (sexual and physical assault) perpetuated by anyone other than an intimate partner (abuse/assault perpetuated by an intimate partner was captured under the separate domestic abuse category), and childhood trauma (unspecified) were the most common trauma-related comment codes. Less common traumas included incarceration, abortions, miscarriages, and war.
Family separation was the most common sub-theme within family problems, and this included any undesired separation from their child (e.g., people whose children were taken by DHS, by violence (e.g., kidnapping, n=1), etc), and families unable to immigrate together to the U.S. at the same time. The seventh-most common presenting issue was “Issues relating to oneself,” which captures all comments that expressed difficulty with self-perception, self-regulation, self-actualization, and identity.
Some patients came to the MHC because their physical health problems were causing mental health issues, including stress and depression (“toll of managing physical illness”). Others came because they believed their mental illness was manifesting physically as pain, shaking, and vision problems (“psychosomatic symptoms”). Many of these patients were referred from Casa (n=21) while 10 others were referred from other local organizations.
Many patients had had previous mental health treatment in their country of origin and had standing or suspected diagnoses, but until finding Casa, had been unable to pursue treatment due to financial barriers and more pressing stressors. Patients expressed the desire to retake their treatment, in hopes that counseling would provide relief and direction, as well as potentially lead to physical outputs such as a formal psychiatric evaluation and/or mental health prescription. Interestingly, very few people (n < 6) brought concerns about work or school. The majority of presenting issues were more serious, traumatic, family/relationships-related issues.
Figure 2: The most common themes in patients’ presenting issues.
Overall, MHC outcomes are very positive. There was no instance where a larger percentage of scores worsened than improved, across any factor. Overall, patients improved 4 points in depression score, 3 points in anxiety, and 2.9 points in trauma score on average, across all follow-up time points. Improvement was strong at 3 months for all three mental health screenings, but no other consistent pattern applicable to all three screenings across all the follow-up milestones was observed.
We found that mental health outcomes do not vary by therapist type. The changes in depression, anxiety, and trauma scores of patients working with students and patients working with therapists were very similar between both groups overall, and they were not significantly different at three months or at discharge. This result matches those seen by Ost et al.,5 who found that students practicing cognitive behavioral therapy (one of the many modalities practiced in the MHC) under close supervision of experienced therapists (as student interns are at the MHC) can have treatment effects that are comparable to those achieved by unsupervised experienced therapists. It is worth noting that this result may also be a reflection of the fact that licensed therapists receive more severe/complex cases than students do and thus their patients’ scores may change less than patients with less severe conditions.
We also found that depression, anxiety, and trauma outcomes did not vary by interpreter use. The changes in scores were similar between both groups overall, and they were not significantly different at three months or at discharge. While few studies have explored the effect of interpreter use in psychotherapy, studies have shown that professional interpreters in outpatient clinical settings have been shown to elevate the clinical care received by patients with limited English proficiency to “approach or equal” that of patients with language-concordant providers.3 This result may speak to the high quality of interpreter services employed at Casa, as well as to the success of matching the majority of patients to the bilingual/language-concordant providers available at Casa.
Therapy delivery mode was the only factor that significantly influenced mental health outcomes. While the numeric change in depression, anxiety, and trauma score did not differ significantly between therapy modes, the percent of depression and trauma scores that improved did. There were significantly more improved depression and trauma scores for in-person patients than telehealth patients than expected. The greater improvement in depression scores for in-person patients than telehealth may be explained by the fact that the act of physically going to therapy and receiving positive reinforcement during sessions is a form of behavioral activation, which has been found to be an effective treatment for depression.1 As for trauma scores, best practices for trauma-informed therapy, in-patient or outpatient, state that clients need to feel connected, valued, informed, and hopeful of recovery,4 which may be easier to achieve when in direct contact with a therapist rather than through a screen or over the phone.
Limitations
This retrospective analysis is for internal use only and should not be used to inform clinical decisions. It should also be used with caution when informing programmatic decisions due to threats to internal validity due to bias and measurement error in data collection. The largest threat to validity is that patients receive different doses of therapy (i.e., differing number of appointments with their counselor) between follow-up calls, and many also switch between student and licensed therapists, as well as between therapy delivery modes between follow-up assessments. To minimize the effect of the latter, a higher level of granularity was used when classifying patients as telehealth, hybrid, or in-person, taking care to match the format of therapy to that most used around the time of the follow-up call using the MHC calendars and Remote Appointments spreadsheet as cross-references. Further concerns to internal validity include self-response bias and social-desirability bias, as well as the risk of patients not understanding the questions asked due to linguistic/cultural barriers (there were several comments noting that interpreters mentioned to the volunteer that the patient may have misunderstood the format of the screening questions). Finally, given the disruptions of COVID-19 to both therapy delivery and volunteer recruitment/retention, follow-up calls were not completed for many patients in 2020 and 2021. Thus, there is an inconsistent number of calls per follow-up time point.
As for the qualitative analysis, it is worth noting that presenting issues are interpreted, summarized, and transcribed by volunteers, so there is a risk that issues may be misrepresented. Given data collection procedures, inter-reliability checks are not possible between volunteers to know if volunteers are interpreting issues the same way. For example, one volunteer might hear that a patient is “tired, low energy” and enter “depression” into their chart without additional details; others may type the patient’s comment verbatim; and still a minority might wager a guess at a physical problem and enter “poor sleep.” Generally, volunteers write more details than less, which is helpful in evaluating the issue. However, given the richness of the comments, saturation was not reached, as new subcodes continued to emerge even in the third round of coding.
Recommendations
Track the number of appointments a patient has had with their therapist between follow-up screenings. Given that all MHC appointments are recorded in Ninja, it could be possible to ask Ninja programmers to add an field to the MHC Scores form that will automatically populate the number of appointments a patient has had since their first session or since their last screening. While screening patients after every therapy appointment to eliminate the issue altogether would be ideal, it is not possible given Casa’s capacity and model. Thus, this is the next best option to manage the dose-response issue.
Implement a “Middle Eastern” category in the patient intake in Ninja to reduce confusion surrounding racial/ethnic classifications. Given that patients self-identify, either read patients the options to choose from, or if not possible due to time constraints, ensure that front desk personnel are equipped with the knowledge to correctly match the patients’ response to the most appropriate category.
Edit ambiguous intake questions such as the nation of origin question for greater precision. Some patients will respond “no” to the “where you born out of the country?” question but then list a country other than the U.S. as their country of origin, suggesting that they are interpreting the question as “where is your heritage or family from?” rather than “where are you from?. To ensure that Casa personnel knows exactly what the response to the nation of origin question means, it would be better to ask either,”Where were you born?” or “From where did you immigrate?” if that is the information Casa is seeking.
Conduct reliability checks of intakes and scores. Given that Casa relies on an army of volunteers to screen patients and that this data is used for program evaluation, it is necessary to conduct periodic reviews to correct errors and ensure volunteers are following protocols. This will also inform Casa of any updates needed to volunteer training.
Reduce free-text fields in MHC intakes and scores, and ensure intakes are completed. To improve data quality/entry, it would be helpful to have Ninja programmers make as many questions in the intake/scores form as possible ones where a volunteer must simply select from a list, matrix, or drop-down menu. For example, now that the most common presenting issues are known, perhaps programmers can create multiple choice options for the most common reasons and leave a free-text “other” option only to be selected when a patient’s answer is not captured in one of the given options. This would help reduce some of the subjective interpretation in data collection (but it would not eliminate it altogether, as volunteers would still have to decide whether the patient’s issue matches one of the given options). Even standardizing how to input “yes,”no”, and “n/a” would be useful, as many data analytics tools are sensitive to even small deviations in capitalization, spacing, punctuation, etc. Minimizing these errors would improve future data analysis.
A repository of detailed tables and alternate versions of graphs, as requested by LGK.
Licensed |
Student |
|||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| 3 (N=48) |
6 (N=20) |
9 (N=9) |
12 (N=10) |
15+ (N=18) |
3 (N=40) |
6 (N=32) |
9 (N=11) |
12 (N=3) |
15+ (N=5) |
|
| Depression Outcomes | ||||||||||
| Improved Depression | 39 (81.3%) | 13 (65.0%) | 7 (77.8%) | 5 (50.0%) | 9 (50.0%) | 32 (80.0%) | 23 (71.9%) | 8 (72.7%) | 1 (33.3%) | 4 (80.0%) |
| No change in Depression | 1 (2.1%) | 2 (10.0%) | 2 (22.2%) | 2 (20.0%) | 3 (16.7%) | 0 (0%) | 2 (6.3%) | 1 (9.1%) | 1 (33.3%) | 0 (0%) |
| Worsened Depression | 8 (16.7%) | 5 (25.0%) | 0 (0%) | 3 (30.0%) | 6 (33.3%) | 8 (20.0%) | 7 (21.9%) | 2 (18.2%) | 1 (33.3%) | 1 (20.0%) |
| Anxiety Outcomes | ||||||||||
| Improved Anxiety | 39 (81.3%) | 14 (70.0%) | 8 (88.9%) | 7 (70.0%) | 9 (50.0%) | 31 (77.5%) | 25 (78.1%) | 9 (81.8%) | 2 (66.7%) | 4 (80.0%) |
| No change in Anxiety | 4 (8.3%) | 2 (10.0%) | 0 (0%) | 0 (0%) | 1 (5.6%) | 1 (2.5%) | 1 (3.1%) | 1 (9.1%) | 0 (0%) | 1 (20.0%) |
| Worsened Anxiety | 5 (10.4%) | 4 (20.0%) | 1 (11.1%) | 3 (30.0%) | 8 (44.4%) | 8 (20.0%) | 6 (18.8%) | 1 (9.1%) | 1 (33.3%) | 0 (0%) |
Licensed |
Student |
||||||||
|---|---|---|---|---|---|---|---|---|---|
| 3 (N=21) |
6 (N=11) |
9 (N=7) |
12 (N=5) |
15+ (N=5) |
3 (N=23) |
6 (N=13) |
9 (N=6) |
12 (N=2) |
|
| Trauma Outcomes | |||||||||
| Improved Trauma | 13 (61.9%) | 7 (63.6%) | 7 (100%) | 3 (60.0%) | 3 (60.0%) | 21 (91.3%) | 11 (84.6%) | 4 (66.7%) | 2 (100%) |
| No change in Trauma | 3 (14.3%) | 1 (9.1%) | 0 (0%) | 1 (20.0%) | 0 (0%) | 1 (4.3%) | 0 (0%) | 2 (33.3%) | 0 (0%) |
| Worsened Trauma | 5 (23.8%) | 3 (27.3%) | 0 (0%) | 1 (20.0%) | 2 (40.0%) | 1 (4.3%) | 2 (15.4%) | 0 (0%) | 0 (0%) |