Well_being Descriptives

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

Descriptive Statistics for Well_being
vars n mean sd median trimmed mad min max range skew kurtosis se
X1 1 269 2.354601 0.6505007 2.25 2.320284 0.61775 1 5 4 0.643544 0.7879575 0.0396617

Descriptive Statistics for Well_being by Category
well_being_category Count Mean SD
Favorable 225 2.147040 0.4542192
Neutral 38 3.279921 0.2362387
Unfavorable 6 4.277778 0.3751543
Descriptive Statistics for Well_being by Percentile
well_being_percentile Count Mean SD
Top 20% 47 1.502795 0.2269948
Middle 60% 168 2.281059 0.3025135
Bottom 20% 54 3.324786 0.4324727

Well_being and Quit Probability

Correlation between Well_being and Quit Probability
Correlation
-0.0477818 
## `geom_smooth()` using formula = 'y ~ x'

ANOVA Results for Quit Probability by Well_being Category
Df Sum Sq Mean Sq F value Pr(>F)
well_being_category 2 0.0000668 3.34e-05 0.9633061 0.3831973
Residuals 225 0.0078043 3.47e-05 NA NA
Tukey’s HSD Post-hoc Results for Well_being Category
Comparison Estimate Std_Error z_value p_value
Neutral - Favorable Neutral - Favorable -0.0014847 0.0010724 -1.3844776 0.3321796
Unfavorable - Favorable Unfavorable - Favorable -0.0004824 0.0024428 -0.1974716 0.9773845
Unfavorable - Neutral Unfavorable - Neutral 0.0010023 0.0025970 0.3859367 0.9164294

ANOVA Results for Quit Probability by Well_being Percentile
Df Sum Sq Mean Sq F value Pr(>F)
well_being_percentile 2 0.0000685 3.43e-05 0.9881212 0.373885
Residuals 225 0.0078026 3.47e-05 NA NA
Tukey’s HSD Post-hoc Results for Well_being Percentile
Comparison Estimate Std_Error z_value p_value
Middle 60% - Top 20% Middle 60% - Top 20% 0.0009759 0.0011113 0.8781501 0.6503544
Bottom 20% - Top 20% Bottom 20% - Top 20% -0.0002445 0.0012926 -0.1891271 0.9801444
Bottom 20% - Middle 60% Bottom 20% - Middle 60% -0.0012204 0.0009613 -1.2694374 0.4089177

##Relationship between Well_being and Scheduling Shaps

Correlation Matrix: Well_being and Scheduling SHAP Variables
well_being 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
well_being 1.0000000 -0.0730523 0.1481007 0.0977589 -0.1006719 0.1773564 -0.0606778 0.0950370
Unscheduled_Time_risk_factor_shap -0.0730523 1.0000000 0.1074331 0.1203767 0.0780532 0.0613317 0.0960513 -0.0179730
Scheduling_overlapping_appointments_risk_factor_shap 0.1481007 0.1074331 1.0000000 -0.1655393 -0.1191948 -0.4153116 0.2109286 0.0743987
Scheduling_Hours_worked_outside_7am7pm_risk_factor_shap 0.0977589 0.1203767 -0.1655393 1.0000000 0.1472663 0.6380386 -0.0603795 0.1498284
Scheduling_count_of_late_encounters_between_7pm12am_risk_factor_shap -0.1006719 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 0.1773564 0.0613317 -0.4153116 0.6380386 0.2968274 1.0000000 -0.1558050 0.0968575
Scheduling_back_to_back_appointments_risk_factor_shap -0.0606778 0.0960513 0.2109286 -0.0603795 0.1307884 -0.1558050 1.0000000 -0.0204519
SchedulingWeekends_risk_factor_shap 0.0950370 -0.0179730 0.0743987 0.1498284 -0.0434544 0.0968575 -0.0204519 1.0000000
P-values for the Correlations
well_being 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
well_being NA 0.2990967 0.0345174 0.1493372 0.1375286 0.0085259 0.3886204 0.1874557
Unscheduled_Time_risk_factor_shap 0.2990967 NA 0.1261524 0.0863451 0.2671430 0.3835198 0.1717447 0.8086599
Scheduling_overlapping_appointments_risk_factor_shap 0.0345174 0.1261524 NA 0.0179720 0.0895004 0.0000000 0.0024594 0.3155196
Scheduling_Hours_worked_outside_7am7pm_risk_factor_shap 0.1493372 0.0863451 0.0179720 NA 0.0293493 0.0000000 0.3909610 0.0370542
Scheduling_count_of_late_encounters_between_7pm12am_risk_factor_shap 0.1375286 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 0.0085259 0.3835198 0.0000000 0.0000000 0.0000079 NA 0.0260629 0.1791063
Scheduling_back_to_back_appointments_risk_factor_shap 0.3886204 0.1717447 0.0024594 0.3909610 0.0622417 0.0260629 NA 0.7828853
SchedulingWeekends_risk_factor_shap 0.1874557 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 Well_being Category
Variable Df Sum Sq Mean Sq F value Pr(>F)
well_being_category…1 Unscheduled_Time_risk_factor_shap 2 0.0066233 0.0033116 1.100952 0.3345513
Residuals …2 Unscheduled_Time_risk_factor_shap 201 0.6046049 0.0030080 NA NA
well_being_category…3 Scheduling_overlapping_appointments_risk_factor_shap 2 0.0267741 0.0133870 1.182993 0.3084842
Residuals …4 Scheduling_overlapping_appointments_risk_factor_shap 201 2.2745668 0.0113163 NA NA
well_being_category…5 Scheduling_Hours_worked_outside_7am7pm_risk_factor_shap 2 0.0151608 0.0075804 1.383862 0.2528218
Residuals …6 Scheduling_Hours_worked_outside_7am7pm_risk_factor_shap 216 1.1831842 0.0054777 NA NA
well_being_category…7 Scheduling_count_of_late_encounters_between_7pm12am_risk_factor_shap 2 0.0001771 0.0000886 1.340667 0.2638396
Residuals …8 Scheduling_count_of_late_encounters_between_7pm12am_risk_factor_shap 216 0.0142677 0.0000661 NA NA
well_being_category…9 Scheduling_count_of_hours_worked_between_12_am__7_am_risk_factor_shap 2 0.0268957 0.0134478 3.070867 0.0484115
Residuals …10 Scheduling_count_of_hours_worked_between_12_am__7_am_risk_factor_shap 216 0.9458994 0.0043792 NA NA
well_being_category…11 Scheduling_back_to_back_appointments_risk_factor_shap 2 0.0033704 0.0016852 2.936425 0.0553353
Residuals …12 Scheduling_back_to_back_appointments_risk_factor_shap 201 0.1153519 0.0005739 NA NA
well_being_category…13 SchedulingWeekends_risk_factor_shap 2 0.0343421 0.0171711 1.688133 0.1876107
Residuals …14 SchedulingWeekends_risk_factor_shap 191 1.9427800 0.0101716 NA NA

##Relationship between Well_being 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 Well_being 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: Well_being and Workload SHAP Variables
well_being 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
well_being 1.0000000 0.0241757 -0.0282564 0.0937503 0.1319517 -0.0198693 -0.0215556 0.1145857 -0.0286224
Encounter_Duration_risk_factor_shap 0.0241757 1.0000000 -0.2262257 -0.0446032 -0.2084849 0.1380264 0.1550642 0.2730183 -0.2203552
Clinical_Workload_RVU_risk_factor_shap -0.0282564 -0.2262257 1.0000000 0.0800352 0.5795920 0.0809919 0.0589783 -0.2399206 0.3581040
Clinical_Workload_Procedure_Type_risk_factor_shap 0.0937503 -0.0446032 0.0800352 1.0000000 0.0416841 0.2444559 0.0595537 0.1101940 -0.1025363
Clinical_Workload_Procedure_Count_risk_factor_shap 0.1319517 -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 -0.0198693 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 -0.0215556 0.1550642 0.0589783 0.0595537 0.0178292 -0.0176133 1.0000000 0.0402679 0.1507316
Clinical_Workload_Encounter_count_risk_factor_shap 0.1145857 0.2730183 -0.2399206 0.1101940 -0.2028889 0.3770314 0.0402679 1.0000000 -0.4980576
Nonpatient_contact_time_risk_factor_shap -0.0286224 -0.2203552 0.3581040 -0.1025363 0.2165978 -0.2855978 0.1507316 -0.4980576 1.0000000
P-values for the Correlations
well_being 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
well_being NA 0.7359568 0.6782262 0.1678059 0.0517079 0.7699920 0.7613313 0.0914737 0.6844627
Encounter_Duration_risk_factor_shap 0.7359568 NA 0.0013907 0.5337042 0.0032823 0.0530845 0.0295734 0.0001038 0.0018615
Clinical_Workload_RVU_risk_factor_shap 0.6782262 0.0013907 NA 0.2392750 0.0000000 0.2336874 0.4067796 0.0003624 0.0000002
Clinical_Workload_Procedure_Type_risk_factor_shap 0.1678059 0.5337042 0.2392750 NA 0.5404144 0.0002684 0.4022096 0.1054866 0.1454655
Clinical_Workload_Procedure_Count_risk_factor_shap 0.0517079 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 0.7699920 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 0.7613313 0.0295734 0.4067796 0.4022096 0.8021371 0.8040003 NA 0.5703301 0.0326892
Clinical_Workload_Encounter_count_risk_factor_shap 0.0914737 0.0001038 0.0003624 0.1054866 0.0026753 0.0000000 0.5703301 NA 0.0000000
Nonpatient_contact_time_risk_factor_shap 0.6844627 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 Well_being Category
Variable Df Sum Sq Mean Sq F value Pr(>F)
well_being_category…1 Encounter_Duration_risk_factor_shap 2 0.0143247 0.0071624 0.7729298 0.4630749
Residuals …2 Encounter_Duration_risk_factor_shap 194 1.7977006 0.0092665 NA NA
well_being_category…3 Clinical_Workload_RVU_risk_factor_shap 2 0.0580776 0.0290388 2.7547771 0.0658700
Residuals …4 Clinical_Workload_RVU_risk_factor_shap 215 2.2663685 0.0105412 NA NA
well_being_category…5 Clinical_Workload_Procedure_Type_risk_factor_shap 2 0.0020652 0.0010326 0.2636144 0.7685177
Residuals …6 Clinical_Workload_Procedure_Type_risk_factor_shap 215 0.8421916 0.0039172 NA NA
well_being_category…7 Clinical_Workload_Procedure_Count_risk_factor_shap 2 0.0046491 0.0023245 0.7691523 0.4646765
Residuals …8 Clinical_Workload_Procedure_Count_risk_factor_shap 215 0.6497750 0.0030222 NA NA
well_being_category…9 Patient_Facing_Work_Flow_no_of_completed_appointments_risk_factor_shap 2 0.0008906 0.0004453 0.4629483 0.6300482
Residuals …10 Patient_Facing_Work_Flow_no_of_completed_appointments_risk_factor_shap 216 0.2077689 0.0009619 NA NA
well_being_category…11 Patient_Facing_Work_Flow_end_of_schedule_time_risk_factor_shap 2 0.0024450 0.0012225 0.4540554 0.6357071
Residuals …12 Patient_Facing_Work_Flow_end_of_schedule_time_risk_factor_shap 198 0.5330951 0.0026924 NA NA
well_being_category…13 Clinical_Workload_Encounter_count_risk_factor_shap 2 0.0318854 0.0159427 1.9499827 0.1447846
Residuals …14 Clinical_Workload_Encounter_count_risk_factor_shap 215 1.7577982 0.0081758 NA NA
well_being_category…15 Nonpatient_contact_time_risk_factor_shap 2 0.0139339 0.0069670 0.3896154 0.6778277
Residuals …16 Nonpatient_contact_time_risk_factor_shap 201 3.5942124 0.0178817 NA NA

##Relationship between Well_being 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: Well_being and Ehr SHAP Variables
well_being 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
well_being 1.0000000 -0.1161308 -0.0587416 -0.0450005 -0.0415454 -0.2347812 -0.0302768 0.0372717 -0.1591659 -0.1231359 -0.0527071 0.1080992 -0.0962895 -0.0760605
EHR_usage_total_documentation_time_in_EHR_system_risk_factor_shap -0.1161308 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 -0.0587416 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 -0.0450005 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 -0.0415454 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 -0.2347812 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 -0.0302768 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 0.0372717 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 -0.1591659 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 -0.1231359 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 -0.0527071 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 0.1080992 -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 -0.0962895 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 -0.0760605 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
well_being 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
well_being NA 0.0828763 0.3815731 0.5028086 0.5361908 0.0003943 0.6521983 0.5789609 0.0171224 0.0658232 0.4324650 0.1066228 0.1508869 0.2569442
EHR_usage_total_documentation_time_in_EHR_system_risk_factor_shap 0.0828763 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 0.3815731 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 0.5028086 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 0.5361908 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 0.0003943 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 0.6521983 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 0.5789609 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 0.0171224 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 0.0658232 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 0.4324650 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 0.1066228 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 0.1508869 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 0.2569442 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 Well_being Category
Variable Df Sum Sq Mean Sq F value Pr(>F)
well_being_category…1 EHR_usage_total_documentation_time_in_EHR_system_risk_factor_shap 2 0.0324401 0.0162200 1.2893953 0.2775011
Residuals …2 EHR_usage_total_documentation_time_in_EHR_system_risk_factor_shap 221 2.7800868 0.0125796 NA NA
well_being_category…3 EHR_usage_time_spent_on_vitals_in_EHR_system_risk_factor_shap 2 0.0123549 0.0061775 0.4992488 0.6076693
Residuals …4 EHR_usage_time_spent_on_vitals_in_EHR_system_risk_factor_shap 221 2.7345421 0.0123735 NA NA
well_being_category…5 EHR_usage_time_spent_on_patient_history_risk_factor_shap 2 0.0204072 0.0102036 1.2143558 0.2988745
Residuals …6 EHR_usage_time_spent_on_patient_history_risk_factor_shap 221 1.8569484 0.0084025 NA NA
well_being_category…7 EHR_usage_time_spent_on_patient_education_risk_factor_shap 2 0.0067114 0.0033557 0.5965146 0.5516121
Residuals …8 EHR_usage_time_spent_on_patient_education_risk_factor_shap 221 1.2432470 0.0056256 NA NA
well_being_category…9 EHR_usage_time_spent_on_orders_risk_factor_shap 2 0.0666260 0.0333130 5.2356679 0.0060035
Residuals …10 EHR_usage_time_spent_on_orders_risk_factor_shap 221 1.4061565 0.0063627 NA NA
well_being_category…11 EHR_usage_time_spent_on_notes_risk_factor_shap 2 0.0054685 0.0027342 0.3746044 0.6879970
Residuals …12 EHR_usage_time_spent_on_notes_risk_factor_shap 221 1.6130849 0.0072990 NA NA
well_being_category…13 EHR_usage_time_spent_on_messaging_risk_factor_shap 2 0.0019552 0.0009776 0.4335396 0.6487607
Residuals …14 EHR_usage_time_spent_on_messaging_risk_factor_shap 221 0.4983337 0.0022549 NA NA
well_being_category…15 EHR_usage_time_spent_on_EHR_system_risk_factor_shap 2 0.1894251 0.0947125 2.6799261 0.0707966
Residuals …16 EHR_usage_time_spent_on_EHR_system_risk_factor_shap 221 7.8104647 0.0353415 NA NA
well_being_category…17 EHR_usage_time_spent_on_charging_risk_factor_shap 2 0.0650859 0.0325429 1.7542114 0.1754445
Residuals …18 EHR_usage_time_spent_on_charging_risk_factor_shap 221 4.0998423 0.0185513 NA NA
well_being_category…19 EHR_usage_time_spent_on_assessment_risk_factor_shap 2 0.0056389 0.0028194 1.1636772 0.3142418
Residuals …20 EHR_usage_time_spent_on_assessment_risk_factor_shap 221 0.5354523 0.0024229 NA NA
well_being_category…21 EHR_usage_time_spent_on_alerts_such_as_best_practice_advisories_risk_factor_shap 2 0.0597336 0.0298668 2.3718349 0.0956807
Residuals …22 EHR_usage_time_spent_on_alerts_such_as_best_practice_advisories_risk_factor_shap 221 2.7828932 0.0125923 NA NA
well_being_category…23 EHR_usage_time_spent_on_administrative_processes_risk_factor_shap 2 0.1450154 0.0725077 1.3024997 0.2739299
Residuals …24 EHR_usage_time_spent_on_administrative_processes_risk_factor_shap 221 12.3026492 0.0556681 NA NA
well_being_category…25 EHR_uncategorized_time_risk_factor_shap 2 0.0001547 0.0000773 1.8234746 0.1638846
Residuals …26 EHR_uncategorized_time_risk_factor_shap 221 0.0093728 0.0000424 NA NA

##Relationship between Well_being and Scheduling Features

Correlation Matrix: Well_being and Scheduling FEATURE Variables
well_being 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
well_being 1.0000000 0.0528294 -0.0879219 0.0029996 -0.0086863 0.1601410 0.0122364 0.0526651
Unscheduled_Time_risk_factor_feature_value 0.0528294 1.0000000 -0.0573554 -0.0892838 -0.0063455 0.1238255 0.0769870 -0.1136307
Scheduling_overlapping_appointments_risk_factor_feature_value -0.0879219 -0.0573554 1.0000000 -0.3596856 0.1347903 0.3324081 0.3666426 0.0226906
Scheduling_Hours_worked_outside_7am7pm_risk_factor_feature_value 0.0029996 -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 -0.0086863 -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 0.1601410 0.1238255 0.3324081 0.1566051 -0.0071389 1.0000000 0.8187556 -0.2911901
Scheduling_back_to_back_appointments_risk_factor_feature_value 0.0122364 0.0769870 0.3666426 0.0715954 0.0363418 0.8187556 1.0000000 -0.3121378
SchedulingWeekends_risk_factor_feature_value 0.0526651 -0.1136307 0.0226906 -0.0773370 0.2210164 -0.2911901 -0.3121378 1.0000000
P-values for the Correlations
well_being 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
well_being NA 0.4529886 0.2111234 0.9647955 0.8982976 0.0177096 0.8620987 0.4658143
Unscheduled_Time_risk_factor_feature_value 0.4529886 NA 0.4151659 0.2041098 0.9282273 0.0776459 0.2737519 0.1245786
Scheduling_overlapping_appointments_risk_factor_feature_value 0.2111234 0.4151659 NA 0.0000001 0.0545879 0.0000012 0.0000001 0.7598090
Scheduling_Hours_worked_outside_7am7pm_risk_factor_feature_value 0.9647955 0.2041098 0.0000001 NA 0.9142077 0.0204164 0.3088633 0.2837987
Scheduling_count_of_late_encounters_between_7pm12am_risk_factor_feature_value 0.8982976 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 0.0177096 0.0776459 0.0000012 0.0204164 0.9163422 NA 0.0000000 0.0000380
Scheduling_back_to_back_appointments_risk_factor_feature_value 0.8620987 0.2737519 0.0000001 0.3088633 0.6058230 0.0000000 NA 0.0000161
SchedulingWeekends_risk_factor_feature_value 0.4658143 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 Well_being Category
Variable Df Sum Sq Mean Sq F value Pr(>F)
well_being_category…1 Unscheduled_Time_risk_factor_feature_value 2 1.160260e+01 5.801299e+00 1.0481006 0.3525111
Residuals …2 Unscheduled_Time_risk_factor_feature_value 201 1.112547e+03 5.535059e+00 NA NA
well_being_category…3 Scheduling_overlapping_appointments_risk_factor_feature_value 2 4.060043e+02 2.030021e+02 0.3848429 0.6810579
Residuals …4 Scheduling_overlapping_appointments_risk_factor_feature_value 201 1.060262e+05 5.274936e+02 NA NA
well_being_category…5 Scheduling_Hours_worked_outside_7am7pm_risk_factor_feature_value 2 8.464500e-03 4.232200e-03 0.3248283 0.7230038
Residuals …6 Scheduling_Hours_worked_outside_7am7pm_risk_factor_feature_value 216 2.814303e+00 1.302920e-02 NA NA
well_being_category…7 Scheduling_count_of_late_encounters_between_7pm12am_risk_factor_feature_value 2 4.842623e+01 2.421311e+01 0.1945482 0.8233505
Residuals …8 Scheduling_count_of_late_encounters_between_7pm12am_risk_factor_feature_value 216 2.688296e+04 1.244581e+02 NA NA
well_being_category…9 Scheduling_count_of_hours_worked_between_12_am__7_am_risk_factor_feature_value 2 1.243649e+07 6.218243e+06 3.3157511 0.0381637
Residuals …10 Scheduling_count_of_hours_worked_between_12_am__7_am_risk_factor_feature_value 216 4.050788e+08 1.875365e+06 NA NA
well_being_category…11 Scheduling_back_to_back_appointments_risk_factor_feature_value 2 1.114254e+05 5.571268e+04 1.0749788 0.3432589
Residuals …12 Scheduling_back_to_back_appointments_risk_factor_feature_value 201 1.041718e+07 5.182677e+04 NA NA
well_being_category…13 SchedulingWeekends_risk_factor_feature_value 2 1.012844e+04 5.064221e+03 0.5701078 0.5664237
Residuals …14 SchedulingWeekends_risk_factor_feature_value 191 1.696637e+06 8.882918e+03 NA NA

##Relationship between Well_being 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: Well_being and Workload FEATURE Variables
well_being 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
well_being 1.0000000 0.0558337 0.1880185 0.2431472 0.1753966 0.0437150 0.0205726 0.1452671 -0.0018688
Encounter_Duration_risk_factor_feature_value 0.0558337 1.0000000 -0.0907257 -0.0018126 -0.1102129 -0.0564773 0.2571414 -0.0702778 -0.0337045
Clinical_Workload_RVU_risk_factor_feature_value 0.1880185 -0.0907257 1.0000000 0.6336461 0.8829654 0.5771087 0.0119758 0.5452412 0.5751453
Clinical_Workload_Procedure_Type_risk_factor_feature_value 0.2431472 -0.0018126 0.6336461 1.0000000 0.5157007 0.5627637 -0.0891127 0.5484507 0.4725423
Clinical_Workload_Procedure_Count_risk_factor_feature_value 0.1753966 -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 0.0437150 -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 0.0205726 0.2571414 0.0119758 -0.0891127 0.0939605 0.1190617 1.0000000 0.0685954 0.0983374
Clinical_Workload_Encounter_count_risk_factor_feature_value 0.1452671 -0.0702778 0.5452412 0.5484507 0.4616627 0.8678634 0.0685954 1.0000000 0.8541545
Nonpatient_contact_time_risk_factor_feature_value -0.0018688 -0.0337045 0.5751453 0.4725423 0.6085621 0.8993081 0.0983374 0.8541545 1.0000000
P-values for the Correlations
well_being 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
well_being NA 0.4358118 0.0053531 0.0002902 0.0094602 0.5198812 0.7719094 0.0320411 0.9788361
Encounter_Duration_risk_factor_feature_value 0.4358118 NA 0.2048307 0.9798325 0.1231299 0.4305324 0.0002646 0.3264284 0.6382202
Clinical_Workload_RVU_risk_factor_feature_value 0.0053531 0.2048307 NA 0.0000000 0.0000000 0.0000000 0.8663408 0.0000000 0.0000000
Clinical_Workload_Procedure_Type_risk_factor_feature_value 0.0002902 0.9798325 0.0000000 NA 0.0000000 0.0000000 0.2095358 0.0000000 0.0000000
Clinical_Workload_Procedure_Count_risk_factor_feature_value 0.0094602 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 0.5198812 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 0.7719094 0.0002646 0.8663408 0.2095358 0.1857015 0.0922867 NA 0.3332526 0.1648795
Clinical_Workload_Encounter_count_risk_factor_feature_value 0.0320411 0.3264284 0.0000000 0.0000000 0.0000000 0.0000000 0.3332526 NA 0.0000000
Nonpatient_contact_time_risk_factor_feature_value 0.9788361 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 Well_being Category
Variable Df Sum Sq Mean Sq F value Pr(>F)
well_being_category…1 Encounter_Duration_risk_factor_feature_value 2 2.066835e+02 1.033417e+02 0.0900739 0.9139018
Residuals …2 Encounter_Duration_risk_factor_feature_value 194 2.225761e+05 1.147299e+03 NA NA
well_being_category…3 Clinical_Workload_RVU_risk_factor_feature_value 2 4.771822e+05 2.385911e+05 3.9948975 0.0197924
Residuals …4 Clinical_Workload_RVU_risk_factor_feature_value 215 1.284065e+07 5.972396e+04 NA NA
well_being_category…5 Clinical_Workload_Procedure_Type_risk_factor_feature_value 2 3.681406e+03 1.840703e+03 1.9344960 0.1470039
Residuals …6 Clinical_Workload_Procedure_Type_risk_factor_feature_value 215 2.045758e+05 9.515155e+02 NA NA
well_being_category…7 Clinical_Workload_Procedure_Count_risk_factor_feature_value 2 2.278347e+06 1.139174e+06 4.6871819 0.0101745
Residuals …8 Clinical_Workload_Procedure_Count_risk_factor_feature_value 215 5.225364e+07 2.430402e+05 NA NA
well_being_category…9 Patient_Facing_Work_Flow_no_of_completed_appointments_risk_factor_feature_value 2 4.211961e+05 2.105980e+05 0.5332133 0.5874869
Residuals …10 Patient_Facing_Work_Flow_no_of_completed_appointments_risk_factor_feature_value 216 8.531140e+07 3.949602e+05 NA NA
well_being_category…11 Patient_Facing_Work_Flow_end_of_schedule_time_risk_factor_feature_value 2 1.587198e+00 7.935989e-01 0.2597154 0.7715334
Residuals …12 Patient_Facing_Work_Flow_end_of_schedule_time_risk_factor_feature_value 198 6.050183e+02 3.055648e+00 NA NA
well_being_category…13 Clinical_Workload_Encounter_count_risk_factor_feature_value 2 1.423348e+07 7.116740e+06 2.6870113 0.0703706
Residuals …14 Clinical_Workload_Encounter_count_risk_factor_feature_value 215 5.694428e+08 2.648571e+06 NA NA
well_being_category…15 Nonpatient_contact_time_risk_factor_feature_value 2 1.102547e+05 5.512736e+04 0.8891118 0.4126309
Residuals …16 Nonpatient_contact_time_risk_factor_feature_value 201 1.246255e+07 6.200273e+04 NA NA

##Relationship between Well_being 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: Well_being and Ehr FEATURE Variables
well_being 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
well_being 1.0000000 0.0307522 0.0485377 -0.0287552 0.1628424 0.0502396 0.1153930 0.0558102 0.1124999 -0.0370210 0.0265949 0.0959086 0.0134031 -0.0608265
EHR_usage_total_documentation_time_in_EHR_system_risk_factor_feature_value 0.0307522 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 0.0485377 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 -0.0287552 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 0.1628424 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 0.0502396 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 0.1153930 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 0.0558102 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 0.1124999 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 -0.0370210 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 0.0265949 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 0.0959086 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 0.0134031 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 -0.0608265 -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
well_being 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
well_being NA 0.6471038 0.4697983 0.6686154 0.0146924 0.4543500 0.0848628 0.4058238 0.0930233 0.5815181 0.6921946 0.1525169 0.8418828 0.3648759
EHR_usage_total_documentation_time_in_EHR_system_risk_factor_feature_value 0.6471038 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 0.4697983 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 0.6686154 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 0.0146924 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 0.4543500 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 0.0848628 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 0.4058238 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 0.0930233 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 0.5815181 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 0.6921946 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 0.1525169 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 0.8418828 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 0.3648759 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 Well_being Category
Variable Df Sum Sq Mean Sq F value Pr(>F)
well_being_category…1 EHR_usage_total_documentation_time_in_EHR_system_risk_factor_feature_value 2 6.590308e+00 3.2951541 0.0477913 0.9533426
Residuals …2 EHR_usage_total_documentation_time_in_EHR_system_risk_factor_feature_value 221 1.523770e+04 68.9488902 NA NA
well_being_category…3 EHR_usage_time_spent_on_vitals_in_EHR_system_risk_factor_feature_value 2 2.642667e+01 13.2133374 0.3632034 0.6958593
Residuals …4 EHR_usage_time_spent_on_vitals_in_EHR_system_risk_factor_feature_value 221 8.039978e+03 36.3799924 NA NA
well_being_category…5 EHR_usage_time_spent_on_patient_history_risk_factor_feature_value 2 3.274199e+00 1.6370995 0.1014303 0.9035862
Residuals …6 EHR_usage_time_spent_on_patient_history_risk_factor_feature_value 221 3.566970e+03 16.1401356 NA NA
well_being_category…7 EHR_usage_time_spent_on_patient_education_risk_factor_feature_value 2 4.405368e+03 2202.6837550 2.0242904 0.1345295
Residuals …8 EHR_usage_time_spent_on_patient_education_risk_factor_feature_value 221 2.404759e+05 1088.1263506 NA NA
well_being_category…9 EHR_usage_time_spent_on_orders_risk_factor_feature_value 2 2.354079e+00 1.1770393 0.7702289 0.4641456
Residuals …10 EHR_usage_time_spent_on_orders_risk_factor_feature_value 221 3.377252e+02 1.5281682 NA NA
well_being_category…11 EHR_usage_time_spent_on_notes_risk_factor_feature_value 2 8.973942e+00 4.4869708 1.8383623 0.1615020
Residuals …12 EHR_usage_time_spent_on_notes_risk_factor_feature_value 221 5.394043e+02 2.4407434 NA NA
well_being_category…13 EHR_usage_time_spent_on_messaging_risk_factor_feature_value 2 1.022400e-03 0.0005112 0.2055695 0.8143390
Residuals …14 EHR_usage_time_spent_on_messaging_risk_factor_feature_value 221 5.495466e-01 0.0024866 NA NA
well_being_category…15 EHR_usage_time_spent_on_EHR_system_risk_factor_feature_value 2 7.613186e+02 380.6592922 1.0351356 0.3568937
Residuals …16 EHR_usage_time_spent_on_EHR_system_risk_factor_feature_value 221 8.127023e+04 367.7385886 NA NA
well_being_category…17 EHR_usage_time_spent_on_charging_risk_factor_feature_value 2 2.634980e+01 13.1748991 0.4497103 0.6383953
Residuals …18 EHR_usage_time_spent_on_charging_risk_factor_feature_value 221 6.474508e+03 29.2964169 NA NA
well_being_category…19 EHR_usage_time_spent_on_assessment_risk_factor_feature_value 2 4.978197e+00 2.4890985 0.3224918 0.7246821
Residuals …20 EHR_usage_time_spent_on_assessment_risk_factor_feature_value 221 1.705751e+03 7.7183306 NA NA
well_being_category…21 EHR_usage_time_spent_on_alerts_such_as_best_practice_advisories_risk_factor_feature_value 2 1.101850e+01 5.5092508 1.3646926 0.2576034
Residuals …22 EHR_usage_time_spent_on_alerts_such_as_best_practice_advisories_risk_factor_feature_value 221 8.921749e+02 4.0369904 NA NA
well_being_category…23 EHR_usage_time_spent_on_administrative_processes_risk_factor_feature_value 2 8.944450e-02 0.0447223 0.0347667 0.9658360
Residuals …24 EHR_usage_time_spent_on_administrative_processes_risk_factor_feature_value 221 2.842846e+02 1.2863555 NA NA
well_being_category…25 EHR_uncategorized_time_risk_factor_feature_value 2 4.944000e-04 0.0002472 0.2588939 0.7721387
Residuals …26 EHR_uncategorized_time_risk_factor_feature_value 221 2.110191e-01 0.0009548 NA NA