Diversity_equity_inclusion Descriptives

Data were aggregated by Department (final N=269 departments)

Descriptive Statistics for Diversity_equity_inclusion
vars n mean sd median trimmed mad min max range skew kurtosis se
X1 1 269 1.905028 0.6302571 1.861111 1.849051 0.4824333 1 5 4 1.518696 4.515676 0.0384275

Descriptive Statistics for Diversity_equity_inclusion by Category
diversity_equity_inclusion_category Count Mean SD
Favorable 5 4.500000 0.3952847
Neutral 8 3.312500 0.2587746
Unfavorable 256 1.810361 0.4582612
Descriptive Statistics for Diversity_equity_inclusion by Percentile
diversity_equity_inclusion_percentile Count Mean SD
Bottom 20% 52 1.151728 0.1356731
Middle 60% 158 1.828106 0.2113228
Top 20% 59 2.774947 0.6353718

Diversity_equity_inclusion and Quit Probability

Correlation between Diversity_equity_inclusion and Quit Probability
Correlation
0.0158864 
## `geom_smooth()` using formula = 'y ~ x'

ANOVA Results for Quit Probability by Diversity_equity_inclusion Category
Df Sum Sq Mean Sq F value Pr(>F)
diversity_equity_inclusion_category 2 0.0000204 1.02e-05 0.2926388 0.7465753
Residuals 225 0.0078507 3.49e-05 NA NA
Tukey’s HSD Post-hoc Results for Diversity_equity_inclusion Category
Comparison Estimate Std_Error z_value p_value
Neutral - Favorable Neutral - Favorable -0.0020114 0.0034588 -0.5815465 0.8227840
Unfavorable - Favorable Unfavorable - Favorable -0.0003025 0.0026721 -0.1132094 0.9926058
Unfavorable - Neutral Unfavorable - Neutral 0.0017089 0.0022685 0.7533260 0.7215009

ANOVA Results for Quit Probability by Diversity_equity_inclusion Percentile
Df Sum Sq Mean Sq F value Pr(>F)
diversity_equity_inclusion_percentile 2 0.0000448 2.24e-05 0.6437174 0.5263006
Residuals 225 0.0078264 3.48e-05 NA NA
Tukey’s HSD Post-hoc Results for Diversity_equity_inclusion Percentile
Comparison Estimate Std_Error z_value p_value
Middle 60% - Bottom 20% Middle 60% - Bottom 20% 0.0008957 0.0010927 0.8197477 0.6876040
Top 20% - Bottom 20% Top 20% - Bottom 20% -0.0000155 0.0012587 -0.0122955 0.9999154
Top 20% - Middle 60% Top 20% - Middle 60% -0.0009112 0.0009477 -0.9615536 0.5977922

##Relationship between Diversity_equity_inclusion and Scheduling Shaps

Correlation Matrix: Diversity_equity_inclusion and Scheduling SHAP Variables
diversity_equity_inclusion Unscheduled_Time_risk_factor_shap Scheduling_overlapping_appointments_risk_factor_shap Scheduling_Hours_worked_outside_7am7pm_risk_factor_shap Scheduling_count_of_late_encounters_between_7pm12am_risk_factor_shap Scheduling_count_of_hours_worked_between_12_am__7_am_risk_factor_shap Scheduling_back_to_back_appointments_risk_factor_shap SchedulingWeekends_risk_factor_shap
diversity_equity_inclusion 1.0000000 0.1240213 0.2608926 0.0051591 -0.0892174 0.0021162 0.0943900 0.0178232
Unscheduled_Time_risk_factor_shap 0.1240213 1.0000000 0.1074331 0.1203767 0.0780532 0.0613317 0.0960513 -0.0179730
Scheduling_overlapping_appointments_risk_factor_shap 0.2608926 0.1074331 1.0000000 -0.1655393 -0.1191948 -0.4153116 0.2109286 0.0743987
Scheduling_Hours_worked_outside_7am7pm_risk_factor_shap 0.0051591 0.1203767 -0.1655393 1.0000000 0.1472663 0.6380386 -0.0603795 0.1498284
Scheduling_count_of_late_encounters_between_7pm12am_risk_factor_shap -0.0892174 0.0780532 -0.1191948 0.1472663 1.0000000 0.2968274 0.1307884 -0.0434544
Scheduling_count_of_hours_worked_between_12_am__7_am_risk_factor_shap 0.0021162 0.0613317 -0.4153116 0.6380386 0.2968274 1.0000000 -0.1558050 0.0968575
Scheduling_back_to_back_appointments_risk_factor_shap 0.0943900 0.0960513 0.2109286 -0.0603795 0.1307884 -0.1558050 1.0000000 -0.0204519
SchedulingWeekends_risk_factor_shap 0.0178232 -0.0179730 0.0743987 0.1498284 -0.0434544 0.0968575 -0.0204519 1.0000000
P-values for the Correlations
diversity_equity_inclusion Unscheduled_Time_risk_factor_shap Scheduling_overlapping_appointments_risk_factor_shap Scheduling_Hours_worked_outside_7am7pm_risk_factor_shap Scheduling_count_of_late_encounters_between_7pm12am_risk_factor_shap Scheduling_count_of_hours_worked_between_12_am__7_am_risk_factor_shap Scheduling_back_to_back_appointments_risk_factor_shap SchedulingWeekends_risk_factor_shap
diversity_equity_inclusion NA 0.0771741 0.0001640 0.9394899 0.1883870 0.9751597 0.1793126 0.8051680
Unscheduled_Time_risk_factor_shap 0.0771741 NA 0.1261524 0.0863451 0.2671430 0.3835198 0.1717447 0.8086599
Scheduling_overlapping_appointments_risk_factor_shap 0.0001640 0.1261524 NA 0.0179720 0.0895004 0.0000000 0.0024594 0.3155196
Scheduling_Hours_worked_outside_7am7pm_risk_factor_shap 0.9394899 0.0863451 0.0179720 NA 0.0293493 0.0000000 0.3909610 0.0370542
Scheduling_count_of_late_encounters_between_7pm12am_risk_factor_shap 0.1883870 0.2671430 0.0895004 0.0293493 NA 0.0000079 0.0622417 0.5474255
Scheduling_count_of_hours_worked_between_12_am__7_am_risk_factor_shap 0.9751597 0.3835198 0.0000000 0.0000000 0.0000079 NA 0.0260629 0.1791063
Scheduling_back_to_back_appointments_risk_factor_shap 0.1793126 0.1717447 0.0024594 0.3909610 0.0622417 0.0260629 NA 0.7828853
SchedulingWeekends_risk_factor_shap 0.8051680 0.8086599 0.3155196 0.0370542 0.5474255 0.1791063 0.7828853 NA 
## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

Combined ANOVA Results for All Scheduling SHAP Variables by Diversity_equity_inclusion Category
Variable Df Sum Sq Mean Sq F value Pr(>F)
diversity_equity_inclusion_category…1 Unscheduled_Time_risk_factor_shap 2 0.0318647 0.0159323 5.5274475 0.0046041
Residuals …2 Unscheduled_Time_risk_factor_shap 201 0.5793635 0.0028824 NA NA
diversity_equity_inclusion_category…3 Scheduling_overlapping_appointments_risk_factor_shap 2 0.0553920 0.0276960 2.4786407 0.0864172
Residuals …4 Scheduling_overlapping_appointments_risk_factor_shap 201 2.2459489 0.0111739 NA NA
diversity_equity_inclusion_category…5 Scheduling_Hours_worked_outside_7am7pm_risk_factor_shap 2 0.0112325 0.0056162 1.0218993 0.3616440
Residuals …6 Scheduling_Hours_worked_outside_7am7pm_risk_factor_shap 216 1.1871125 0.0054959 NA NA
diversity_equity_inclusion_category…7 Scheduling_count_of_late_encounters_between_7pm12am_risk_factor_shap 2 0.0001201 0.0000601 0.9057917 0.4057515
Residuals …8 Scheduling_count_of_late_encounters_between_7pm12am_risk_factor_shap 216 0.0143246 0.0000663 NA NA
diversity_equity_inclusion_category…9 Scheduling_count_of_hours_worked_between_12_am__7_am_risk_factor_shap 2 0.0094735 0.0047367 1.0620920 0.3475302
Residuals …10 Scheduling_count_of_hours_worked_between_12_am__7_am_risk_factor_shap 216 0.9633216 0.0044598 NA NA
diversity_equity_inclusion_category…11 Scheduling_back_to_back_appointments_risk_factor_shap 2 0.0001915 0.0000958 0.1623715 0.8502367
Residuals …12 Scheduling_back_to_back_appointments_risk_factor_shap 201 0.1185308 0.0005897 NA NA
diversity_equity_inclusion_category…13 SchedulingWeekends_risk_factor_shap 2 0.0164813 0.0082406 0.8027803 0.4495874
Residuals …14 SchedulingWeekends_risk_factor_shap 191 1.9606408 0.0102651 NA NA

##Relationship between Diversity_equity_inclusion and Workload Shaps

Encounter_Duration_risk_factor_shap

Clinical_Workload_RVU_risk_factor_shap

Clinical_Workload_Procedure_Type_risk_factor_shap

Clinical_Workload_Procedure_Count_risk_factor_shap”

“Patient_Facing_Work_Flow_no_of_completed_appointments_risk_factor_shap”

“Patient_Facing_Work_Flow_end_of_schedule_time_risk_factor_shap

“Nonpatient_contact_time_risk_factor_shap

##Relationship between Diversity_equity_inclusion and Workload Shaps

Encounter_Duration_risk_factor_shap

Clinical_Workload_RVU_risk_factor_shap

Clinical_Workload_Procedure_Type_risk_factor_shap

Clinical_Workload_Procedure_Count_risk_factor_shap”

“Patient_Facing_Work_Flow_no_of_completed_appointments_risk_factor_shap”

“Patient_Facing_Work_Flow_end_of_schedule_time_risk_factor_shap

“Nonpatient_contact_time_risk_factor_shap

“Clinical_Workload_Encounter_count_risk_factor_shap”

Correlation Matrix: Diversity_equity_inclusion and Workload SHAP Variables
diversity_equity_inclusion Encounter_Duration_risk_factor_shap Clinical_Workload_RVU_risk_factor_shap Clinical_Workload_Procedure_Type_risk_factor_shap Clinical_Workload_Procedure_Count_risk_factor_shap Patient_Facing_Work_Flow_no_of_completed_appointments_risk_factor_shap Patient_Facing_Work_Flow_end_of_schedule_time_risk_factor_shap Clinical_Workload_Encounter_count_risk_factor_shap Nonpatient_contact_time_risk_factor_shap
diversity_equity_inclusion 1.0000000 0.0873534 0.0394032 0.1233834 0.1042299 -0.0792338 -0.1069197 0.0150767 0.1468046
Encounter_Duration_risk_factor_shap 0.0873534 1.0000000 -0.2262257 -0.0446032 -0.2084849 0.1380264 0.1550642 0.2730183 -0.2203552
Clinical_Workload_RVU_risk_factor_shap 0.0394032 -0.2262257 1.0000000 0.0800352 0.5795920 0.0809919 0.0589783 -0.2399206 0.3581040
Clinical_Workload_Procedure_Type_risk_factor_shap 0.1233834 -0.0446032 0.0800352 1.0000000 0.0416841 0.2444559 0.0595537 0.1101940 -0.1025363
Clinical_Workload_Procedure_Count_risk_factor_shap 0.1042299 -0.2084849 0.5795920 0.0416841 1.0000000 0.1053561 0.0178292 -0.2028889 0.2165978
Patient_Facing_Work_Flow_no_of_completed_appointments_risk_factor_shap -0.0792338 0.1380264 0.0809919 0.2444559 0.1053561 1.0000000 -0.0176133 0.3770314 -0.2855978
Patient_Facing_Work_Flow_end_of_schedule_time_risk_factor_shap -0.1069197 0.1550642 0.0589783 0.0595537 0.0178292 -0.0176133 1.0000000 0.0402679 0.1507316
Clinical_Workload_Encounter_count_risk_factor_shap 0.0150767 0.2730183 -0.2399206 0.1101940 -0.2028889 0.3770314 0.0402679 1.0000000 -0.4980576
Nonpatient_contact_time_risk_factor_shap 0.1468046 -0.2203552 0.3581040 -0.1025363 0.2165978 -0.2855978 0.1507316 -0.4980576 1.0000000
P-values for the Correlations
diversity_equity_inclusion Encounter_Duration_risk_factor_shap Clinical_Workload_RVU_risk_factor_shap Clinical_Workload_Procedure_Type_risk_factor_shap Clinical_Workload_Procedure_Count_risk_factor_shap Patient_Facing_Work_Flow_no_of_completed_appointments_risk_factor_shap Patient_Facing_Work_Flow_end_of_schedule_time_risk_factor_shap Clinical_Workload_Encounter_count_risk_factor_shap Nonpatient_contact_time_risk_factor_shap
diversity_equity_inclusion NA 0.2222394 0.5628174 0.0690314 0.1249633 0.2429360 0.1308577 0.8248296 0.0361470
Encounter_Duration_risk_factor_shap 0.2222394 NA 0.0013907 0.5337042 0.0032823 0.0530845 0.0295734 0.0001038 0.0018615
Clinical_Workload_RVU_risk_factor_shap 0.5628174 0.0013907 NA 0.2392750 0.0000000 0.2336874 0.4067796 0.0003624 0.0000002
Clinical_Workload_Procedure_Type_risk_factor_shap 0.0690314 0.5337042 0.2392750 NA 0.5404144 0.0002684 0.4022096 0.1054866 0.1454655
Clinical_Workload_Procedure_Count_risk_factor_shap 0.1249633 0.0032823 0.0000000 0.5404144 NA 0.1209160 0.8021371 0.0026753 0.0019098
Patient_Facing_Work_Flow_no_of_completed_appointments_risk_factor_shap 0.2429360 0.0530845 0.2336874 0.0002684 0.1209160 NA 0.8040003 0.0000000 0.0000346
Patient_Facing_Work_Flow_end_of_schedule_time_risk_factor_shap 0.1308577 0.0295734 0.4067796 0.4022096 0.8021371 0.8040003 NA 0.5703301 0.0326892
Clinical_Workload_Encounter_count_risk_factor_shap 0.8248296 0.0001038 0.0003624 0.1054866 0.0026753 0.0000000 0.5703301 NA 0.0000000
Nonpatient_contact_time_risk_factor_shap 0.0361470 0.0018615 0.0000002 0.1454655 0.0019098 0.0000346 0.0326892 0.0000000 NA 
## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

Combined ANOVA Results for All Workload SHAP Variables by Diversity_equity_inclusion Category
Variable Df Sum Sq Mean Sq F value Pr(>F)
diversity_equity_inclusion_category…1 Encounter_Duration_risk_factor_shap 2 0.0434151 0.0217076 2.3811163 0.0951443
Residuals …2 Encounter_Duration_risk_factor_shap 194 1.7686102 0.0091165 NA NA
diversity_equity_inclusion_category…3 Clinical_Workload_RVU_risk_factor_shap 2 0.0205172 0.0102586 0.9573210 0.3855504
Residuals …4 Clinical_Workload_RVU_risk_factor_shap 215 2.3039289 0.0107159 NA NA
diversity_equity_inclusion_category…5 Clinical_Workload_Procedure_Type_risk_factor_shap 2 0.0165751 0.0082876 2.1527924 0.1186568
Residuals …6 Clinical_Workload_Procedure_Type_risk_factor_shap 215 0.8276817 0.0038497 NA NA
diversity_equity_inclusion_category…7 Clinical_Workload_Procedure_Count_risk_factor_shap 2 0.0253612 0.0126806 4.3339452 0.0142805
Residuals …8 Clinical_Workload_Procedure_Count_risk_factor_shap 215 0.6290629 0.0029259 NA NA
diversity_equity_inclusion_category…9 Patient_Facing_Work_Flow_no_of_completed_appointments_risk_factor_shap 2 0.0049061 0.0024531 2.6005118 0.0765588
Residuals …10 Patient_Facing_Work_Flow_no_of_completed_appointments_risk_factor_shap 216 0.2037534 0.0009433 NA NA
diversity_equity_inclusion_category…11 Patient_Facing_Work_Flow_end_of_schedule_time_risk_factor_shap 2 0.0012318 0.0006159 0.2282281 0.7961518
Residuals …12 Patient_Facing_Work_Flow_end_of_schedule_time_risk_factor_shap 198 0.5343083 0.0026985 NA NA
diversity_equity_inclusion_category…13 Clinical_Workload_Encounter_count_risk_factor_shap 2 0.0157621 0.0078810 0.9551854 0.3863673
Residuals …14 Clinical_Workload_Encounter_count_risk_factor_shap 215 1.7739215 0.0082508 NA NA
diversity_equity_inclusion_category…15 Nonpatient_contact_time_risk_factor_shap 2 0.0652880 0.0326440 1.8520202 0.1595876
Residuals …16 Nonpatient_contact_time_risk_factor_shap 201 3.5428584 0.0176262 NA NA

##Relationship between Diversity_equity_inclusion and Ehr Shaps

EHR_usage_total_documentation_time_in_EHR_system_risk_factor_shap”,

“EHR_usage_time_spent_on_vitals_in_EHR_system_risk_factor_shap”,

“EHR_usage_time_spent_on_patient_history_risk_factor_shap”,

“EHR_usage_time_spent_on_patient_education_risk_factor_shap”,

“EHR_usage_time_spent_on_orders_risk_factor_shap”,

“EHR_usage_time_spent_on_notes_risk_factor_shap”,

“EHR_usage_time_spent_on_messaging_risk_factor_shap”,

“EHR_usage_time_spent_on_EHR_system_risk_factor_shap”,

“EHR_usage_time_spent_on_charging_risk_factor_shap”,

“EHR_usage_time_spent_on_assessment_risk_factor_shap”,

“EHR_usage_time_spent_on_alerts_such_as_best_practice_advisories_risk_factor_shap”,

“EHR_usage_time_spent_on_administrative_processes_risk_factor_shap”,

“EHR_uncategorized_time_risk_factor_shap” )

Correlation Matrix: Diversity_equity_inclusion and Ehr SHAP Variables
diversity_equity_inclusion EHR_usage_total_documentation_time_in_EHR_system_risk_factor_shap EHR_usage_time_spent_on_vitals_in_EHR_system_risk_factor_shap EHR_usage_time_spent_on_patient_history_risk_factor_shap EHR_usage_time_spent_on_patient_education_risk_factor_shap EHR_usage_time_spent_on_orders_risk_factor_shap EHR_usage_time_spent_on_notes_risk_factor_shap EHR_usage_time_spent_on_messaging_risk_factor_shap EHR_usage_time_spent_on_EHR_system_risk_factor_shap EHR_usage_time_spent_on_charging_risk_factor_shap EHR_usage_time_spent_on_assessment_risk_factor_shap EHR_usage_time_spent_on_alerts_such_as_best_practice_advisories_risk_factor_shap EHR_usage_time_spent_on_administrative_processes_risk_factor_shap EHR_uncategorized_time_risk_factor_shap
diversity_equity_inclusion 1.0000000 0.0239704 0.0440914 0.0054707 0.0981363 -0.1270800 0.0003434 -0.0601519 0.0191481 0.0183661 0.1470323 0.1111733 0.0587734 -0.0472931
EHR_usage_total_documentation_time_in_EHR_system_risk_factor_shap 0.0239704 1.0000000 0.4625391 0.3935647 0.3936631 0.0127669 0.4791951 0.0681449 0.7803844 0.2866464 0.3693576 -0.4094449 0.6996216 0.0985913
EHR_usage_time_spent_on_vitals_in_EHR_system_risk_factor_shap 0.0440914 0.4625391 1.0000000 0.5524408 0.2875210 0.0456950 0.3675777 -0.0364662 0.5467299 0.2346365 0.3206382 -0.3139356 0.6583274 0.1774795
EHR_usage_time_spent_on_patient_history_risk_factor_shap 0.0054707 0.3935647 0.5524408 1.0000000 0.1080566 0.0133008 0.2421737 -0.0005768 0.4133753 0.1490189 0.3183151 -0.2257065 0.4830547 0.1880824
EHR_usage_time_spent_on_patient_education_risk_factor_shap 0.0981363 0.3936631 0.2875210 0.1080566 1.0000000 0.1352755 0.3408316 -0.1021671 0.4900959 0.1682598 0.2923523 -0.3348235 0.4988600 0.0186822
EHR_usage_time_spent_on_orders_risk_factor_shap -0.1270800 0.0127669 0.0456950 0.0133008 0.1352755 1.0000000 -0.0263452 -0.0695341 0.1039823 -0.0442113 0.0135692 -0.0741403 0.0139322 0.0810434
EHR_usage_time_spent_on_notes_risk_factor_shap 0.0003434 0.4791951 0.3675777 0.2421737 0.3408316 -0.0263452 1.0000000 0.0642468 0.5635219 0.2766452 0.2532913 -0.4678691 0.5000973 0.0184974
EHR_usage_time_spent_on_messaging_risk_factor_shap -0.0601519 0.0681449 -0.0364662 -0.0005768 -0.1021671 -0.0695341 0.0642468 1.0000000 0.0506593 0.1245726 0.0011789 -0.1052265 -0.0782965 0.0039928
EHR_usage_time_spent_on_EHR_system_risk_factor_shap 0.0191481 0.7803844 0.5467299 0.4133753 0.4900959 0.1039823 0.5635219 0.0506593 1.0000000 0.3715501 0.3687570 -0.4470924 0.7563752 0.0920523
EHR_usage_time_spent_on_charging_risk_factor_shap 0.0183661 0.2866464 0.2346365 0.1490189 0.1682598 -0.0442113 0.2766452 0.1245726 0.3715501 1.0000000 0.0502955 -0.1996492 0.2853860 0.0517544
EHR_usage_time_spent_on_assessment_risk_factor_shap 0.1470323 0.3693576 0.3206382 0.3183151 0.2923523 0.0135692 0.2532913 0.0011789 0.3687570 0.0502955 1.0000000 -0.2501693 0.4996607 0.0693299
EHR_usage_time_spent_on_alerts_such_as_best_practice_advisories_risk_factor_shap 0.1111733 -0.4094449 -0.3139356 -0.2257065 -0.3348235 -0.0741403 -0.4678691 -0.1052265 -0.4470924 -0.1996492 -0.2501693 1.0000000 -0.5065934 -0.0807939
EHR_usage_time_spent_on_administrative_processes_risk_factor_shap 0.0587734 0.6996216 0.6583274 0.4830547 0.4988600 0.0139322 0.5000973 -0.0782965 0.7563752 0.2853860 0.4996607 -0.5065934 1.0000000 0.1356093
EHR_uncategorized_time_risk_factor_shap -0.0472931 0.0985913 0.1774795 0.1880824 0.0186822 0.0810434 0.0184974 0.0039928 0.0920523 0.0517544 0.0693299 -0.0807939 0.1356093 1.0000000
P-values for the Correlations
diversity_equity_inclusion EHR_usage_total_documentation_time_in_EHR_system_risk_factor_shap EHR_usage_time_spent_on_vitals_in_EHR_system_risk_factor_shap EHR_usage_time_spent_on_patient_history_risk_factor_shap EHR_usage_time_spent_on_patient_education_risk_factor_shap EHR_usage_time_spent_on_orders_risk_factor_shap EHR_usage_time_spent_on_notes_risk_factor_shap EHR_usage_time_spent_on_messaging_risk_factor_shap EHR_usage_time_spent_on_EHR_system_risk_factor_shap EHR_usage_time_spent_on_charging_risk_factor_shap EHR_usage_time_spent_on_assessment_risk_factor_shap EHR_usage_time_spent_on_alerts_such_as_best_practice_advisories_risk_factor_shap EHR_usage_time_spent_on_administrative_processes_risk_factor_shap EHR_uncategorized_time_risk_factor_shap
diversity_equity_inclusion NA 0.7212413 0.5114846 0.9351073 0.1431697 0.0575613 0.9959220 0.3702282 0.7756400 0.7845738 0.0277900 0.0969689 0.3813151 0.4812754
EHR_usage_total_documentation_time_in_EHR_system_risk_factor_shap 0.7212413 NA 0.0000000 0.0000000 0.0000000 0.8492967 0.0000000 0.3099278 0.0000000 0.0000131 0.0000000 0.0000000 0.0000000 0.1413156
EHR_usage_time_spent_on_vitals_in_EHR_system_risk_factor_shap 0.5114846 0.0000000 NA 0.0000000 0.0000123 0.4962322 0.0000000 0.5871960 0.0000000 0.0003976 0.0000009 0.0000016 0.0000000 0.0077544
EHR_usage_time_spent_on_patient_history_risk_factor_shap 0.9351073 0.0000000 0.0000000 NA 0.1067615 0.8430736 0.0002533 0.9931510 0.0000000 0.0257275 0.0000011 0.0006660 0.0000000 0.0047360
EHR_usage_time_spent_on_patient_education_risk_factor_shap 0.1431697 0.0000000 0.0000123 0.1067615 NA 0.0431147 0.0000002 0.1273754 0.0000000 0.0116623 0.0000086 0.0000003 0.0000000 0.7809591
EHR_usage_time_spent_on_orders_risk_factor_shap 0.0575613 0.8492967 0.4962322 0.8430736 0.0431147 NA 0.6949397 0.3001447 0.1207180 0.5103358 0.8399496 0.2691841 0.8357271 0.2269898
EHR_usage_time_spent_on_notes_risk_factor_shap 0.9959220 0.0000000 0.0000000 0.0002533 0.0000002 0.6949397 NA 0.3384825 0.0000000 0.0000267 0.0001269 0.0000000 0.0000000 0.7830711
EHR_usage_time_spent_on_messaging_risk_factor_shap 0.3702282 0.3099278 0.5871960 0.9931510 0.1273754 0.3001447 0.3384825 NA 0.4505838 0.0627078 0.9860019 0.1163133 0.2431815 0.9526135
EHR_usage_time_spent_on_EHR_system_risk_factor_shap 0.7756400 0.0000000 0.0000000 0.0000000 0.0000000 0.1207180 0.0000000 0.4505838 NA 0.0000000 0.0000000 0.0000000 0.0000000 0.1697766
EHR_usage_time_spent_on_charging_risk_factor_shap 0.7845738 0.0000131 0.0003976 0.0257275 0.0116623 0.5103358 0.0000267 0.0627078 0.0000000 NA 0.4538472 0.0026853 0.0000144 0.4408424
EHR_usage_time_spent_on_assessment_risk_factor_shap 0.0277900 0.0000000 0.0000009 0.0000011 0.0000086 0.8399496 0.0001269 0.9860019 0.0000000 0.4538472 NA 0.0001546 0.0000000 0.3015694
EHR_usage_time_spent_on_alerts_such_as_best_practice_advisories_risk_factor_shap 0.0969689 0.0000000 0.0000016 0.0006660 0.0000003 0.2691841 0.0000000 0.1163133 0.0000000 0.0026853 0.0001546 NA 0.0000000 0.2284282
EHR_usage_time_spent_on_administrative_processes_risk_factor_shap 0.3813151 0.0000000 0.0000000 0.0000000 0.0000000 0.8357271 0.0000000 0.2431815 0.0000000 0.0000144 0.0000000 0.0000000 NA 0.0425975
EHR_uncategorized_time_risk_factor_shap 0.4812754 0.1413156 0.0077544 0.0047360 0.7809591 0.2269898 0.7830711 0.9526135 0.1697766 0.4408424 0.3015694 0.2284282 0.0425975 NA 
## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

Combined ANOVA Results for All Ehr SHAP Variables by Diversity_equity_inclusion Category
Variable Df Sum Sq Mean Sq F value Pr(>F)
diversity_equity_inclusion_category…1 EHR_usage_total_documentation_time_in_EHR_system_risk_factor_shap 2 0.1141872 0.0570936 4.6760944 0.0102563
Residuals …2 EHR_usage_total_documentation_time_in_EHR_system_risk_factor_shap 221 2.6983397 0.0122097 NA NA
diversity_equity_inclusion_category…3 EHR_usage_time_spent_on_vitals_in_EHR_system_risk_factor_shap 2 0.0292815 0.0146408 1.1906051 0.3059797
Residuals …4 EHR_usage_time_spent_on_vitals_in_EHR_system_risk_factor_shap 221 2.7176155 0.0122969 NA NA
diversity_equity_inclusion_category…5 EHR_usage_time_spent_on_patient_history_risk_factor_shap 2 0.0708053 0.0354026 4.3308965 0.0142902
Residuals …6 EHR_usage_time_spent_on_patient_history_risk_factor_shap 221 1.8065503 0.0081744 NA NA
diversity_equity_inclusion_category…7 EHR_usage_time_spent_on_patient_education_risk_factor_shap 2 0.0034140 0.0017070 0.3026350 0.7391744
Residuals …8 EHR_usage_time_spent_on_patient_education_risk_factor_shap 221 1.2465444 0.0056405 NA NA
diversity_equity_inclusion_category…9 EHR_usage_time_spent_on_orders_risk_factor_shap 2 0.0753966 0.0376983 5.9620828 0.0030070
Residuals …10 EHR_usage_time_spent_on_orders_risk_factor_shap 221 1.3973858 0.0063230 NA NA
diversity_equity_inclusion_category…11 EHR_usage_time_spent_on_notes_risk_factor_shap 2 0.0134897 0.0067448 0.9286924 0.3966062
Residuals …12 EHR_usage_time_spent_on_notes_risk_factor_shap 221 1.6050637 0.0072627 NA NA
diversity_equity_inclusion_category…13 EHR_usage_time_spent_on_messaging_risk_factor_shap 2 0.0015812 0.0007906 0.3503407 0.7048386
Residuals …14 EHR_usage_time_spent_on_messaging_risk_factor_shap 221 0.4987077 0.0022566 NA NA
diversity_equity_inclusion_category…15 EHR_usage_time_spent_on_EHR_system_risk_factor_shap 2 0.3066957 0.1533478 4.4051759 0.0133048
Residuals …16 EHR_usage_time_spent_on_EHR_system_risk_factor_shap 221 7.6931941 0.0348108 NA NA
diversity_equity_inclusion_category…17 EHR_usage_time_spent_on_charging_risk_factor_shap 2 0.1286670 0.0643335 3.5224943 0.0311945
Residuals …18 EHR_usage_time_spent_on_charging_risk_factor_shap 221 4.0362612 0.0182636 NA NA
diversity_equity_inclusion_category…19 EHR_usage_time_spent_on_assessment_risk_factor_shap 2 0.0132596 0.0066298 2.7758690 0.0644687
Residuals …20 EHR_usage_time_spent_on_assessment_risk_factor_shap 221 0.5278315 0.0023884 NA NA
diversity_equity_inclusion_category…21 EHR_usage_time_spent_on_alerts_such_as_best_practice_advisories_risk_factor_shap 2 0.1251123 0.0625561 5.0873345 0.0069175
Residuals …22 EHR_usage_time_spent_on_alerts_such_as_best_practice_advisories_risk_factor_shap 221 2.7175146 0.0122964 NA NA
diversity_equity_inclusion_category…23 EHR_usage_time_spent_on_administrative_processes_risk_factor_shap 2 0.8667229 0.4333614 8.2698697 0.0003439
Residuals …24 EHR_usage_time_spent_on_administrative_processes_risk_factor_shap 221 11.5809417 0.0524025 NA NA
diversity_equity_inclusion_category…25 EHR_uncategorized_time_risk_factor_shap 2 0.0001011 0.0000505 1.1850601 0.3076629
Residuals …26 EHR_uncategorized_time_risk_factor_shap 221 0.0094264 0.0000427 NA NA

##Relationship between Diversity_equity_inclusion and Scheduling Features

Correlation Matrix: Diversity_equity_inclusion and Scheduling FEATURE Variables
diversity_equity_inclusion Unscheduled_Time_risk_factor_feature_value Scheduling_overlapping_appointments_risk_factor_feature_value Scheduling_Hours_worked_outside_7am7pm_risk_factor_feature_value Scheduling_count_of_late_encounters_between_7pm12am_risk_factor_feature_value Scheduling_count_of_hours_worked_between_12_am__7_am_risk_factor_feature_value Scheduling_back_to_back_appointments_risk_factor_feature_value SchedulingWeekends_risk_factor_feature_value
diversity_equity_inclusion 1.0000000 -0.0223084 -0.2457980 -0.0164620 -0.0438871 -0.0252560 -0.1284250 -0.0336267
Unscheduled_Time_risk_factor_feature_value -0.0223084 1.0000000 -0.0573554 -0.0892838 -0.0063455 0.1238255 0.0769870 -0.1136307
Scheduling_overlapping_appointments_risk_factor_feature_value -0.2457980 -0.0573554 1.0000000 -0.3596856 0.1347903 0.3324081 0.3666426 0.0226906
Scheduling_Hours_worked_outside_7am7pm_risk_factor_feature_value -0.0164620 -0.0892838 -0.3596856 1.0000000 -0.0073217 0.1566051 0.0715954 -0.0773370
Scheduling_count_of_late_encounters_between_7pm12am_risk_factor_feature_value -0.0438871 -0.0063455 0.1347903 -0.0073217 1.0000000 -0.0071389 0.0363418 0.2210164
Scheduling_count_of_hours_worked_between_12_am__7_am_risk_factor_feature_value -0.0252560 0.1238255 0.3324081 0.1566051 -0.0071389 1.0000000 0.8187556 -0.2911901
Scheduling_back_to_back_appointments_risk_factor_feature_value -0.1284250 0.0769870 0.3666426 0.0715954 0.0363418 0.8187556 1.0000000 -0.3121378
SchedulingWeekends_risk_factor_feature_value -0.0336267 -0.1136307 0.0226906 -0.0773370 0.2210164 -0.2911901 -0.3121378 1.0000000
P-values for the Correlations
diversity_equity_inclusion Unscheduled_Time_risk_factor_feature_value Scheduling_overlapping_appointments_risk_factor_feature_value Scheduling_Hours_worked_outside_7am7pm_risk_factor_feature_value Scheduling_count_of_late_encounters_between_7pm12am_risk_factor_feature_value Scheduling_count_of_hours_worked_between_12_am__7_am_risk_factor_feature_value Scheduling_back_to_back_appointments_risk_factor_feature_value SchedulingWeekends_risk_factor_feature_value
diversity_equity_inclusion NA 0.7514640 0.0003946 0.8085961 0.5182380 0.7101344 0.0671613 0.6415942
Unscheduled_Time_risk_factor_feature_value 0.7514640 NA 0.4151659 0.2041098 0.9282273 0.0776459 0.2737519 0.1245786
Scheduling_overlapping_appointments_risk_factor_feature_value 0.0003946 0.4151659 NA 0.0000001 0.0545879 0.0000012 0.0000001 0.7598090
Scheduling_Hours_worked_outside_7am7pm_risk_factor_feature_value 0.8085961 0.2041098 0.0000001 NA 0.9142077 0.0204164 0.3088633 0.2837987
Scheduling_count_of_late_encounters_between_7pm12am_risk_factor_feature_value 0.5182380 0.9282273 0.0545879 0.9142077 NA 0.9163422 0.6058230 0.0019556
Scheduling_count_of_hours_worked_between_12_am__7_am_risk_factor_feature_value 0.7101344 0.0776459 0.0000012 0.0204164 0.9163422 NA 0.0000000 0.0000380
Scheduling_back_to_back_appointments_risk_factor_feature_value 0.0671613 0.2737519 0.0000001 0.3088633 0.6058230 0.0000000 NA 0.0000161
SchedulingWeekends_risk_factor_feature_value 0.6415942 0.1245786 0.7598090 0.2837987 0.0019556 0.0000380 0.0000161 NA 
## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

Combined ANOVA Results for All Scheduling FEATURE Variables by Diversity_equity_inclusion Category
Variable Df Sum Sq Mean Sq F value Pr(>F)
diversity_equity_inclusion_category…1 Unscheduled_Time_risk_factor_feature_value 2 4.872344e+01 2.436172e+01 4.5532708 0.0116420
Residuals …2 Unscheduled_Time_risk_factor_feature_value 201 1.075426e+03 5.350378e+00 NA NA
diversity_equity_inclusion_category…3 Scheduling_overlapping_appointments_risk_factor_feature_value 2 9.813312e+02 4.906656e+02 0.9352580 0.3941857
Residuals …4 Scheduling_overlapping_appointments_risk_factor_feature_value 201 1.054509e+05 5.246313e+02 NA NA
diversity_equity_inclusion_category…5 Scheduling_Hours_worked_outside_7am7pm_risk_factor_feature_value 2 1.988780e-02 9.943900e-03 0.7663110 0.4659835
Residuals …6 Scheduling_Hours_worked_outside_7am7pm_risk_factor_feature_value 216 2.802880e+00 1.297630e-02 NA NA
diversity_equity_inclusion_category…7 Scheduling_count_of_late_encounters_between_7pm12am_risk_factor_feature_value 2 3.129331e+01 1.564665e+01 0.1256381 0.8819983
Residuals …8 Scheduling_count_of_late_encounters_between_7pm12am_risk_factor_feature_value 216 2.690009e+04 1.245375e+02 NA NA
diversity_equity_inclusion_category…9 Scheduling_count_of_hours_worked_between_12_am__7_am_risk_factor_feature_value 2 8.080367e+06 4.040184e+06 2.1314245 0.1211574
Residuals …10 Scheduling_count_of_hours_worked_between_12_am__7_am_risk_factor_feature_value 216 4.094349e+08 1.895532e+06 NA NA
diversity_equity_inclusion_category…11 Scheduling_back_to_back_appointments_risk_factor_feature_value 2 2.364155e+05 1.182077e+05 2.3085230 0.1020382
Residuals …12 Scheduling_back_to_back_appointments_risk_factor_feature_value 201 1.029219e+07 5.120492e+04 NA NA
diversity_equity_inclusion_category…13 SchedulingWeekends_risk_factor_feature_value 2 7.145012e+03 3.572506e+03 0.4014711 0.6698981
Residuals …14 SchedulingWeekends_risk_factor_feature_value 191 1.699621e+06 8.898538e+03 NA NA

##Relationship between Diversity_equity_inclusion and Workload Features

Encounter_Duration_risk_factor_feature_value

Clinical_Workload_RVU_risk_factor_feature_value

Clinical_Workload_Procedure_Type_risk_factor_feature_value

Clinical_Workload_Procedure_Count_risk_factor_feature_value”

“Patient_Facing_Work_Flow_no_of_completed_appointments_risk_factor_feature_value”

“Patient_Facing_Work_Flow_end_of_schedule_time_risk_factor_feature_value

“Nonpatient_contact_time_risk_factor_feature_value

“Clinical_Workload_Encounter_count_risk_factor_feature_value”

Correlation Matrix: Diversity_equity_inclusion and Workload FEATURE Variables
diversity_equity_inclusion Encounter_Duration_risk_factor_feature_value Clinical_Workload_RVU_risk_factor_feature_value Clinical_Workload_Procedure_Type_risk_factor_feature_value Clinical_Workload_Procedure_Count_risk_factor_feature_value Patient_Facing_Work_Flow_no_of_completed_appointments_risk_factor_feature_value Patient_Facing_Work_Flow_end_of_schedule_time_risk_factor_feature_value Clinical_Workload_Encounter_count_risk_factor_feature_value Nonpatient_contact_time_risk_factor_feature_value
diversity_equity_inclusion 1.0000000 -0.0524624 -0.0288042 0.1587043 -0.0561919 -0.1235046 -0.0145443 -0.0425828 -0.1536664
Encounter_Duration_risk_factor_feature_value -0.0524624 1.0000000 -0.0907257 -0.0018126 -0.1102129 -0.0564773 0.2571414 -0.0702778 -0.0337045
Clinical_Workload_RVU_risk_factor_feature_value -0.0288042 -0.0907257 1.0000000 0.6336461 0.8829654 0.5771087 0.0119758 0.5452412 0.5751453
Clinical_Workload_Procedure_Type_risk_factor_feature_value 0.1587043 -0.0018126 0.6336461 1.0000000 0.5157007 0.5627637 -0.0891127 0.5484507 0.4725423
Clinical_Workload_Procedure_Count_risk_factor_feature_value -0.0561919 -0.1102129 0.8829654 0.5157007 1.0000000 0.5039168 0.0939605 0.4616627 0.6085621
Patient_Facing_Work_Flow_no_of_completed_appointments_risk_factor_feature_value -0.1235046 -0.0564773 0.5771087 0.5627637 0.5039168 1.0000000 0.1190617 0.8678634 0.8993081
Patient_Facing_Work_Flow_end_of_schedule_time_risk_factor_feature_value -0.0145443 0.2571414 0.0119758 -0.0891127 0.0939605 0.1190617 1.0000000 0.0685954 0.0983374
Clinical_Workload_Encounter_count_risk_factor_feature_value -0.0425828 -0.0702778 0.5452412 0.5484507 0.4616627 0.8678634 0.0685954 1.0000000 0.8541545
Nonpatient_contact_time_risk_factor_feature_value -0.1536664 -0.0337045 0.5751453 0.4725423 0.6085621 0.8993081 0.0983374 0.8541545 1.0000000
P-values for the Correlations
diversity_equity_inclusion Encounter_Duration_risk_factor_feature_value Clinical_Workload_RVU_risk_factor_feature_value Clinical_Workload_Procedure_Type_risk_factor_feature_value Clinical_Workload_Procedure_Count_risk_factor_feature_value Patient_Facing_Work_Flow_no_of_completed_appointments_risk_factor_feature_value Patient_Facing_Work_Flow_end_of_schedule_time_risk_factor_feature_value Clinical_Workload_Encounter_count_risk_factor_feature_value Nonpatient_contact_time_risk_factor_feature_value
diversity_equity_inclusion NA 0.4640693 0.6723450 0.0190450 0.4090616 0.0681171 0.8376305 0.5317108 0.0282096
Encounter_Duration_risk_factor_feature_value 0.4640693 NA 0.2048307 0.9798325 0.1231299 0.4305324 0.0002646 0.3264284 0.6382202
Clinical_Workload_RVU_risk_factor_feature_value 0.6723450 0.2048307 NA 0.0000000 0.0000000 0.0000000 0.8663408 0.0000000 0.0000000
Clinical_Workload_Procedure_Type_risk_factor_feature_value 0.0190450 0.9798325 0.0000000 NA 0.0000000 0.0000000 0.2095358 0.0000000 0.0000000
Clinical_Workload_Procedure_Count_risk_factor_feature_value 0.4090616 0.1231299 0.0000000 0.0000000 NA 0.0000000 0.1857015 0.0000000 0.0000000
Patient_Facing_Work_Flow_no_of_completed_appointments_risk_factor_feature_value 0.0681171 0.4305324 0.0000000 0.0000000 0.0000000 NA 0.0922867 0.0000000 0.0000000
Patient_Facing_Work_Flow_end_of_schedule_time_risk_factor_feature_value 0.8376305 0.0002646 0.8663408 0.2095358 0.1857015 0.0922867 NA 0.3332526 0.1648795
Clinical_Workload_Encounter_count_risk_factor_feature_value 0.5317108 0.3264284 0.0000000 0.0000000 0.0000000 0.0000000 0.3332526 NA 0.0000000
Nonpatient_contact_time_risk_factor_feature_value 0.0282096 0.6382202 0.0000000 0.0000000 0.0000000 0.0000000 0.1648795 0.0000000 NA 
## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

Combined ANOVA Results for All Workload FEATURE Variables by Diversity_equity_inclusion Category
Variable Df Sum Sq Mean Sq F value Pr(>F)
diversity_equity_inclusion_category…1 Encounter_Duration_risk_factor_feature_value 2 2.809938e+02 1.404969e+02 0.1224997 0.8847745
Residuals …2 Encounter_Duration_risk_factor_feature_value 194 2.225018e+05 1.146916e+03 NA NA
diversity_equity_inclusion_category…3 Clinical_Workload_RVU_risk_factor_feature_value 2 1.359855e+04 6.799276e+03 0.1098781 0.8959936
Residuals …4 Clinical_Workload_RVU_risk_factor_feature_value 215 1.330424e+07 6.188016e+04 NA NA
diversity_equity_inclusion_category…5 Clinical_Workload_Procedure_Type_risk_factor_feature_value 2 4.197535e+03 2.098768e+03 2.2112893 0.1120452
Residuals …6 Clinical_Workload_Procedure_Type_risk_factor_feature_value 215 2.040597e+05 9.491149e+02 NA NA
diversity_equity_inclusion_category…7 Clinical_Workload_Procedure_Count_risk_factor_feature_value 2 2.821585e+05 1.410793e+05 0.5591176 0.5725423
Residuals …8 Clinical_Workload_Procedure_Count_risk_factor_feature_value 215 5.424983e+07 2.523248e+05 NA NA
diversity_equity_inclusion_category…9 Patient_Facing_Work_Flow_no_of_completed_appointments_risk_factor_feature_value 2 1.401753e+06 7.008767e+05 1.7951838 0.1685661
Residuals …10 Patient_Facing_Work_Flow_no_of_completed_appointments_risk_factor_feature_value 216 8.433084e+07 3.904206e+05 NA NA
diversity_equity_inclusion_category…11 Patient_Facing_Work_Flow_end_of_schedule_time_risk_factor_feature_value 2 2.270477e+00 1.135239e+00 0.3719414 0.6898753
Residuals …12 Patient_Facing_Work_Flow_end_of_schedule_time_risk_factor_feature_value 198 6.043351e+02 3.052197e+00 NA NA
diversity_equity_inclusion_category…13 Clinical_Workload_Encounter_count_risk_factor_feature_value 2 1.127476e+07 5.637379e+06 2.1174585 0.1228398
Residuals …14 Clinical_Workload_Encounter_count_risk_factor_feature_value 215 5.724015e+08 2.662333e+06 NA NA
diversity_equity_inclusion_category…15 Nonpatient_contact_time_risk_factor_feature_value 2 2.964477e+05 1.482239e+05 2.4268596 0.0908976
Residuals …16 Nonpatient_contact_time_risk_factor_feature_value 201 1.227636e+07 6.107640e+04 NA NA

##Relationship between Diversity_equity_inclusion and Ehr Features

EHR_usage_total_documentation_time_in_EHR_system_risk_factor_feature_value”,

“EHR_usage_time_spent_on_vitals_in_EHR_system_risk_factor_feature_value”,

“EHR_usage_time_spent_on_patient_history_risk_factor_feature_value”,

“EHR_usage_time_spent_on_patient_education_risk_factor_feature_value”,

“EHR_usage_time_spent_on_orders_risk_factor_feature_value”,

“EHR_usage_time_spent_on_notes_risk_factor_feature_value”,

“EHR_usage_time_spent_on_messaging_risk_factor_feature_value”,

“EHR_usage_time_spent_on_EHR_system_risk_factor_feature_value”,

“EHR_usage_time_spent_on_charging_risk_factor_feature_value”,

“EHR_usage_time_spent_on_assessment_risk_factor_feature_value”,

“EHR_usage_time_spent_on_alerts_such_as_best_practice_advisories_risk_factor_feature_value”,

“EHR_usage_time_spent_on_administrative_processes_risk_factor_feature_value”,

“EHR_uncategorized_time_risk_factor_feature_value” )

Correlation Matrix: Diversity_equity_inclusion and Ehr FEATURE Variables
diversity_equity_inclusion EHR_usage_total_documentation_time_in_EHR_system_risk_factor_feature_value EHR_usage_time_spent_on_vitals_in_EHR_system_risk_factor_feature_value EHR_usage_time_spent_on_patient_history_risk_factor_feature_value EHR_usage_time_spent_on_patient_education_risk_factor_feature_value EHR_usage_time_spent_on_orders_risk_factor_feature_value EHR_usage_time_spent_on_notes_risk_factor_feature_value EHR_usage_time_spent_on_messaging_risk_factor_feature_value EHR_usage_time_spent_on_EHR_system_risk_factor_feature_value EHR_usage_time_spent_on_charging_risk_factor_feature_value EHR_usage_time_spent_on_assessment_risk_factor_feature_value EHR_usage_time_spent_on_alerts_such_as_best_practice_advisories_risk_factor_feature_value EHR_usage_time_spent_on_administrative_processes_risk_factor_feature_value EHR_uncategorized_time_risk_factor_feature_value
diversity_equity_inclusion 1.0000000 -0.0983462 -0.0904449 -0.0783722 0.0767858 0.0279406 -0.0493425 -0.0868056 -0.0676868 -0.0684364 -0.0592458 -0.0380718 -0.0931161 -0.0870264
EHR_usage_total_documentation_time_in_EHR_system_risk_factor_feature_value -0.0983462 1.0000000 0.2955489 0.3723345 0.1599872 0.0268260 0.4117812 0.1801960 0.7616065 0.1771519 0.0978425 0.4026231 0.3718345 -0.0161345
EHR_usage_time_spent_on_vitals_in_EHR_system_risk_factor_feature_value -0.0904449 0.2955489 1.0000000 0.3205523 0.2230759 -0.0521011 0.2451910 0.1672860 0.4518141 -0.0490269 -0.0200799 0.2844927 0.4313724 -0.0109216
EHR_usage_time_spent_on_patient_history_risk_factor_feature_value -0.0783722 0.3723345 0.3205523 1.0000000 0.1266236 -0.0325975 0.3838695 0.2204826 0.3932471 0.0576596 -0.0362776 0.1970041 0.3480255 -0.0108374
EHR_usage_time_spent_on_patient_education_risk_factor_feature_value 0.0767858 0.1599872 0.2230759 0.1266236 1.0000000 0.0032137 0.0847692 0.2714108 0.6727675 -0.0385705 0.0382361 0.0851150 0.2363722 -0.0061608
EHR_usage_time_spent_on_orders_risk_factor_feature_value 0.0279406 0.0268260 -0.0521011 -0.0325975 0.0032137 1.0000000 -0.0238416 -0.0177976 0.0730937 0.0699412 -0.0130243 -0.0614662 -0.0122152 0.5652791
EHR_usage_time_spent_on_notes_risk_factor_feature_value -0.0493425 0.4117812 0.2451910 0.3838695 0.0847692 -0.0238416 1.0000000 0.1751917 0.5249399 -0.0835920 -0.0131401 0.8298625 0.4328561 -0.0438828
EHR_usage_time_spent_on_messaging_risk_factor_feature_value -0.0868056 0.1801960 0.1672860 0.2204826 0.2714108 -0.0177976 0.1751917 1.0000000 0.3370017 -0.0247184 0.1690793 0.1167211 0.2077730 -0.0278838
EHR_usage_time_spent_on_EHR_system_risk_factor_feature_value -0.0676868 0.7616065 0.4518141 0.3932471 0.6727675 0.0730937 0.5249399 0.3370017 1.0000000 0.1512172 0.1143254 0.5293828 0.5519003 0.0248733
EHR_usage_time_spent_on_charging_risk_factor_feature_value -0.0684364 0.1771519 -0.0490269 0.0576596 -0.0385705 0.0699412 -0.0835920 -0.0247184 0.1512172 1.0000000 -0.0095429 -0.0738147 -0.0599366 0.0132267
EHR_usage_time_spent_on_assessment_risk_factor_feature_value -0.0592458 0.0978425 -0.0200799 -0.0362776 0.0382361 -0.0130243 -0.0131401 0.1690793 0.1143254 -0.0095429 1.0000000 0.0029973 0.1155403 -0.0120041
EHR_usage_time_spent_on_alerts_such_as_best_practice_advisories_risk_factor_feature_value -0.0380718 0.4026231 0.2844927 0.1970041 0.0851150 -0.0614662 0.8298625 0.1167211 0.5293828 -0.0738147 0.0029973 1.0000000 0.5063808 -0.0383480
EHR_usage_time_spent_on_administrative_processes_risk_factor_feature_value -0.0931161 0.3718345 0.4313724 0.3480255 0.2363722 -0.0122152 0.4328561 0.2077730 0.5519003 -0.0599366 0.1155403 0.5063808 1.0000000 0.0427446
EHR_uncategorized_time_risk_factor_feature_value -0.0870264 -0.0161345 -0.0109216 -0.0108374 -0.0061608 0.5652791 -0.0438828 -0.0278838 0.0248733 0.0132267 -0.0120041 -0.0383480 0.0427446 1.0000000
P-values for the Correlations
diversity_equity_inclusion EHR_usage_total_documentation_time_in_EHR_system_risk_factor_feature_value EHR_usage_time_spent_on_vitals_in_EHR_system_risk_factor_feature_value EHR_usage_time_spent_on_patient_history_risk_factor_feature_value EHR_usage_time_spent_on_patient_education_risk_factor_feature_value EHR_usage_time_spent_on_orders_risk_factor_feature_value EHR_usage_time_spent_on_notes_risk_factor_feature_value EHR_usage_time_spent_on_messaging_risk_factor_feature_value EHR_usage_time_spent_on_EHR_system_risk_factor_feature_value EHR_usage_time_spent_on_charging_risk_factor_feature_value EHR_usage_time_spent_on_assessment_risk_factor_feature_value EHR_usage_time_spent_on_alerts_such_as_best_practice_advisories_risk_factor_feature_value EHR_usage_time_spent_on_administrative_processes_risk_factor_feature_value EHR_uncategorized_time_risk_factor_feature_value
diversity_equity_inclusion NA 0.1423121 0.1773856 0.2427247 0.2524226 0.6774698 0.4624567 0.1955402 0.3131987 0.3078572 0.3774931 0.5708334 0.1648764 0.1944013
EHR_usage_total_documentation_time_in_EHR_system_risk_factor_feature_value 0.1423121 NA 0.0000068 0.0000000 0.0165512 0.6896572 0.0000000 0.0068509 0.0000000 0.0078702 0.1443769 0.0000000 0.0000000 0.8102191
EHR_usage_time_spent_on_vitals_in_EHR_system_risk_factor_feature_value 0.1773856 0.0000068 NA 0.0000010 0.0007724 0.4377832 0.0002107 0.0121625 0.0000000 0.4653278 0.7650336 0.0000153 0.0000000 0.8708724
EHR_usage_time_spent_on_patient_history_risk_factor_feature_value 0.2427247 0.0000000 0.0000010 NA 0.0584711 0.6274817 0.0000000 0.0008925 0.0000000 0.3904194 0.5891330 0.0030658 0.0000001 0.8718599
EHR_usage_time_spent_on_patient_education_risk_factor_feature_value 0.2524226 0.0165512 0.0007724 0.0584711 NA 0.9618519 0.2062704 0.0000384 0.0000000 0.5657960 0.5691713 0.2044191 0.0003589 0.9269435
EHR_usage_time_spent_on_orders_risk_factor_feature_value 0.6774698 0.6896572 0.4377832 0.6274817 0.9618519 NA 0.7226779 0.7910855 0.2760202 0.2973172 0.8462953 0.3598444 0.8557360 0.0000000
EHR_usage_time_spent_on_notes_risk_factor_feature_value 0.4624567 0.0000000 0.0002107 0.0000000 0.2062704 0.7226779 NA 0.0085961 0.0000000 0.2126639 0.8449462 0.0000000 0.0000000 0.5134872
EHR_usage_time_spent_on_messaging_risk_factor_feature_value 0.1955402 0.0068509 0.0121625 0.0008925 0.0000384 0.7910855 0.0085961 NA 0.0000002 0.7129193 0.0112555 0.0813143 0.0017693 0.6780888
EHR_usage_time_spent_on_EHR_system_risk_factor_feature_value 0.3131987 0.0000000 0.0000000 0.0000000 0.0000000 0.2760202 0.0000000 0.0000002 NA 0.0235998 0.0878044 0.0000000 0.0000000 0.7112003
EHR_usage_time_spent_on_charging_risk_factor_feature_value 0.3078572 0.0078702 0.4653278 0.3904194 0.5657960 0.2973172 0.2126639 0.7129193 0.0235998 NA 0.8870565 0.2712985 0.3719469 0.8439370
EHR_usage_time_spent_on_assessment_risk_factor_feature_value 0.3774931 0.1443769 0.7650336 0.5891330 0.5691713 0.8462953 0.8449462 0.0112555 0.0878044 0.8870565 NA 0.9644198 0.0844630 0.8582029
EHR_usage_time_spent_on_alerts_such_as_best_practice_advisories_risk_factor_feature_value 0.5708334 0.0000000 0.0000153 0.0030658 0.2044191 0.3598444 0.0000000 0.0813143 0.0000000 0.2712985 0.9644198 NA 0.0000000 0.5680403
EHR_usage_time_spent_on_administrative_processes_risk_factor_feature_value 0.1648764 0.0000000 0.0000000 0.0000001 0.0003589 0.8557360 0.0000000 0.0017693 0.0000000 0.3719469 0.0844630 0.0000000 NA 0.5244805
EHR_uncategorized_time_risk_factor_feature_value 0.1944013 0.8102191 0.8708724 0.8718599 0.9269435 0.0000000 0.5134872 0.6780888 0.7112003 0.8439370 0.8582029 0.5680403 0.5244805 NA 
## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

## `geom_smooth()` using formula = 'y ~ x'

Combined ANOVA Results for All Ehr FEATURE Variables by Diversity_equity_inclusion Category
Variable Df Sum Sq Mean Sq F value Pr(>F)
diversity_equity_inclusion_category…1 EHR_usage_total_documentation_time_in_EHR_system_risk_factor_feature_value 2 1.095583e+02 54.7791523 0.7998945 0.4506730
Residuals …2 EHR_usage_total_documentation_time_in_EHR_system_risk_factor_feature_value 221 1.513474e+04 68.4829716 NA NA
diversity_equity_inclusion_category…3 EHR_usage_time_spent_on_vitals_in_EHR_system_risk_factor_feature_value 2 7.102737e+01 35.5136850 0.9816327 0.3763265
Residuals …4 EHR_usage_time_spent_on_vitals_in_EHR_system_risk_factor_feature_value 221 7.995378e+03 36.1781793 NA NA
diversity_equity_inclusion_category…5 EHR_usage_time_spent_on_patient_history_risk_factor_feature_value 2 2.548811e+01 12.7440532 0.7945358 0.4530771
Residuals …6 EHR_usage_time_spent_on_patient_history_risk_factor_feature_value 221 3.544756e+03 16.0396202 NA NA
diversity_equity_inclusion_category…7 EHR_usage_time_spent_on_patient_education_risk_factor_feature_value 2 5.845277e+03 2922.6383880 2.7021162 0.0692795
Residuals …8 EHR_usage_time_spent_on_patient_education_risk_factor_feature_value 221 2.390360e+05 1081.6109241 NA NA
diversity_equity_inclusion_category…9 EHR_usage_time_spent_on_orders_risk_factor_feature_value 2 9.336282e-01 0.4668141 0.3041936 0.7380264
Residuals …10 EHR_usage_time_spent_on_orders_risk_factor_feature_value 221 3.391456e+02 1.5345956 NA NA
diversity_equity_inclusion_category…11 EHR_usage_time_spent_on_notes_risk_factor_feature_value 2 3.674299e+00 1.8371494 0.7453774 0.4757443
Residuals …12 EHR_usage_time_spent_on_notes_risk_factor_feature_value 221 5.447039e+02 2.4647237 NA NA
diversity_equity_inclusion_category…13 EHR_usage_time_spent_on_messaging_risk_factor_feature_value 2 6.884400e-03 0.0034422 1.3992007 0.2489717
Residuals …14 EHR_usage_time_spent_on_messaging_risk_factor_feature_value 221 5.436846e-01 0.0024601 NA NA
diversity_equity_inclusion_category…15 EHR_usage_time_spent_on_EHR_system_risk_factor_feature_value 2 1.250780e+03 625.3898317 1.7109413 0.1830803
Residuals …16 EHR_usage_time_spent_on_EHR_system_risk_factor_feature_value 221 8.078077e+04 365.5238326 NA NA
diversity_equity_inclusion_category…17 EHR_usage_time_spent_on_charging_risk_factor_feature_value 2 5.835941e+00 2.9179707 0.0992870 0.9055231
Residuals …18 EHR_usage_time_spent_on_charging_risk_factor_feature_value 221 6.495022e+03 29.3892398 NA NA
diversity_equity_inclusion_category…19 EHR_usage_time_spent_on_assessment_risk_factor_feature_value 2 2.039259e+00 1.0196294 0.1318777 0.8765171
Residuals …20 EHR_usage_time_spent_on_assessment_risk_factor_feature_value 221 1.708690e+03 7.7316290 NA NA
diversity_equity_inclusion_category…21 EHR_usage_time_spent_on_alerts_such_as_best_practice_advisories_risk_factor_feature_value 2 9.329569e+00 4.6647844 1.1533271 0.3174770
Residuals …22 EHR_usage_time_spent_on_alerts_such_as_best_practice_advisories_risk_factor_feature_value 221 8.938638e+02 4.0446326 NA NA
diversity_equity_inclusion_category…23 EHR_usage_time_spent_on_administrative_processes_risk_factor_feature_value 2 5.105597e+00 2.5527983 2.0201655 0.1350755
Residuals …24 EHR_usage_time_spent_on_administrative_processes_risk_factor_feature_value 221 2.792684e+02 1.2636580 NA NA
diversity_equity_inclusion_category…25 EHR_uncategorized_time_risk_factor_feature_value 2 1.117000e-04 0.0000559 0.0583969 0.9432901
Residuals …26 EHR_uncategorized_time_risk_factor_feature_value 221 2.114018e-01 0.0009566 NA NA