Empowerment Descriptives

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

Descriptive Statistics for Empowerment
vars n mean sd median trimmed mad min max range skew kurtosis se
X1 1 269 2.239941 0.7187884 2.128922 2.200541 0.5617891 1 5 4 0.7774276 1.065851 0.0438253

Descriptive Statistics for Empowerment by Category
empowerment_category Count Mean SD
Favorable 229 2.022105 0.4948734
Neutral 33 3.294913 0.2057670
Unfavorable 7 4.392857 0.4531635
Descriptive Statistics for Empowerment by Percentile
empowerment_percentile Count Mean SD
Top 20% 50 1.334980 0.2432439
Middle 60% 165 2.158603 0.3144743
Bottom 20% 54 3.326401 0.5059188

Empowerment and Quit Probability

Correlation between Empowerment and Quit Probability
Correlation
-0.0171378 
## `geom_smooth()` using formula = 'y ~ x'

ANOVA Results for Quit Probability by Empowerment Category
Df Sum Sq Mean Sq F value Pr(>F)
empowerment_category 2 0.0000373 1.86e-05 0.5352499 0.5862666
Residuals 225 0.0078339 3.48e-05 NA NA
Tukey’s HSD Post-hoc Results for Empowerment Category
Comparison Estimate Std_Error z_value p_value
Neutral - Favorable Neutral - Favorable -0.0012158 0.0011929 -1.0192475 0.5484574
Unfavorable - Favorable Unfavorable - Favorable -0.0005875 0.0024459 -0.2402196 0.9668338
Unfavorable - Neutral Unfavorable - Neutral 0.0006283 0.0026545 0.2366862 0.9677865

ANOVA Results for Quit Probability by Empowerment Percentile
Df Sum Sq Mean Sq F value Pr(>F)
empowerment_percentile 2 0.0001047 5.23e-05 1.515956 0.2218325
Residuals 225 0.0077665 3.45e-05 NA NA
Tukey’s HSD Post-hoc Results for Empowerment Percentile
Comparison Estimate Std_Error z_value p_value
Middle 60% - Top 20% Middle 60% - Top 20% 0.0014475 0.0011181 1.2946632 0.3942682
Bottom 20% - Top 20% Bottom 20% - Top 20% 0.0000557 0.0013227 0.0420819 0.9990060
Bottom 20% - Middle 60% Bottom 20% - Middle 60% -0.0013918 0.0009845 -1.4137556 0.3303689

##Relationship between Empowerment and Scheduling Shaps

Correlation Matrix: Empowerment and Scheduling SHAP Variables
empowerment 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
empowerment 1.0000000 -0.0332342 0.2127662 0.1073638 -0.1139161 0.1016683 0.0341538 0.1279193
Unscheduled_Time_risk_factor_shap -0.0332342 1.0000000 0.1074331 0.1203767 0.0780532 0.0613317 0.0960513 -0.0179730
Scheduling_overlapping_appointments_risk_factor_shap 0.2127662 0.1074331 1.0000000 -0.1655393 -0.1191948 -0.4153116 0.2109286 0.0743987
Scheduling_Hours_worked_outside_7am7pm_risk_factor_shap 0.1073638 0.1203767 -0.1655393 1.0000000 0.1472663 0.6380386 -0.0603795 0.1498284
Scheduling_count_of_late_encounters_between_7pm12am_risk_factor_shap -0.1139161 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 0.1016683 0.0613317 -0.4153116 0.6380386 0.2968274 1.0000000 -0.1558050 0.0968575
Scheduling_back_to_back_appointments_risk_factor_shap 0.0341538 0.0960513 0.2109286 -0.0603795 0.1307884 -0.1558050 1.0000000 -0.0204519
SchedulingWeekends_risk_factor_shap 0.1279193 -0.0179730 0.0743987 0.1498284 -0.0434544 0.0968575 -0.0204519 1.0000000
P-values for the Correlations
empowerment 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
empowerment NA 0.6370030 0.0022484 0.1131189 0.0926395 0.1336579 0.6277064 0.0754852
Unscheduled_Time_risk_factor_shap 0.6370030 NA 0.1261524 0.0863451 0.2671430 0.3835198 0.1717447 0.8086599
Scheduling_overlapping_appointments_risk_factor_shap 0.0022484 0.1261524 NA 0.0179720 0.0895004 0.0000000 0.0024594 0.3155196
Scheduling_Hours_worked_outside_7am7pm_risk_factor_shap 0.1131189 0.0863451 0.0179720 NA 0.0293493 0.0000000 0.3909610 0.0370542
Scheduling_count_of_late_encounters_between_7pm12am_risk_factor_shap 0.0926395 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 0.1336579 0.3835198 0.0000000 0.0000000 0.0000079 NA 0.0260629 0.1791063
Scheduling_back_to_back_appointments_risk_factor_shap 0.6277064 0.1717447 0.0024594 0.3909610 0.0622417 0.0260629 NA 0.7828853
SchedulingWeekends_risk_factor_shap 0.0754852 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 Empowerment Category
Variable Df Sum Sq Mean Sq F value Pr(>F)
empowerment_category…1 Unscheduled_Time_risk_factor_shap 2 0.0059770 0.0029885 0.9924539 0.3724749
Residuals …2 Unscheduled_Time_risk_factor_shap 201 0.6052513 0.0030112 NA NA
empowerment_category…3 Scheduling_overlapping_appointments_risk_factor_shap 2 0.0766455 0.0383227 3.4624383 0.0332357
Residuals …4 Scheduling_overlapping_appointments_risk_factor_shap 201 2.2246955 0.0110681 NA NA
empowerment_category…5 Scheduling_Hours_worked_outside_7am7pm_risk_factor_shap 2 0.0086947 0.0043474 0.7893324 0.4554534
Residuals …6 Scheduling_Hours_worked_outside_7am7pm_risk_factor_shap 216 1.1896503 0.0055076 NA NA
empowerment_category…7 Scheduling_count_of_late_encounters_between_7pm12am_risk_factor_shap 2 0.0000962 0.0000481 0.7238276 0.4860651
Residuals …8 Scheduling_count_of_late_encounters_between_7pm12am_risk_factor_shap 216 0.0143486 0.0000664 NA NA
empowerment_category…9 Scheduling_count_of_hours_worked_between_12_am__7_am_risk_factor_shap 2 0.0116263 0.0058131 1.3063652 0.2729334
Residuals …10 Scheduling_count_of_hours_worked_between_12_am__7_am_risk_factor_shap 216 0.9611688 0.0044499 NA NA
empowerment_category…11 Scheduling_back_to_back_appointments_risk_factor_shap 2 0.0003147 0.0001574 0.2671352 0.7658409
Residuals …12 Scheduling_back_to_back_appointments_risk_factor_shap 201 0.1184075 0.0005891 NA NA
empowerment_category…13 SchedulingWeekends_risk_factor_shap 2 0.0962331 0.0481166 4.8861269 0.0085209
Residuals …14 SchedulingWeekends_risk_factor_shap 191 1.8808890 0.0098476 NA NA

##Relationship between Empowerment 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 Empowerment 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: Empowerment and Workload SHAP Variables
empowerment 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
empowerment 1.0000000 -0.0000291 -0.0145719 0.0386004 0.1258834 -0.0691660 -0.0233578 0.0365962 0.0088744
Encounter_Duration_risk_factor_shap -0.0000291 1.0000000 -0.2262257 -0.0446032 -0.2084849 0.1380264 0.1550642 0.2730183 -0.2203552
Clinical_Workload_RVU_risk_factor_shap -0.0145719 -0.2262257 1.0000000 0.0800352 0.5795920 0.0809919 0.0589783 -0.2399206 0.3581040
Clinical_Workload_Procedure_Type_risk_factor_shap 0.0386004 -0.0446032 0.0800352 1.0000000 0.0416841 0.2444559 0.0595537 0.1101940 -0.1025363
Clinical_Workload_Procedure_Count_risk_factor_shap 0.1258834 -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 -0.0691660 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 -0.0233578 0.1550642 0.0589783 0.0595537 0.0178292 -0.0176133 1.0000000 0.0402679 0.1507316
Clinical_Workload_Encounter_count_risk_factor_shap 0.0365962 0.2730183 -0.2399206 0.1101940 -0.2028889 0.3770314 0.0402679 1.0000000 -0.4980576
Nonpatient_contact_time_risk_factor_shap 0.0088744 -0.2203552 0.3581040 -0.1025363 0.2165978 -0.2855978 0.1507316 -0.4980576 1.0000000
P-values for the Correlations
empowerment 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
empowerment NA 0.9996762 0.8306046 0.5708069 0.0635465 0.3082376 0.7420547 0.5909843 0.8997519
Encounter_Duration_risk_factor_shap 0.9996762 NA 0.0013907 0.5337042 0.0032823 0.0530845 0.0295734 0.0001038 0.0018615
Clinical_Workload_RVU_risk_factor_shap 0.8306046 0.0013907 NA 0.2392750 0.0000000 0.2336874 0.4067796 0.0003624 0.0000002
Clinical_Workload_Procedure_Type_risk_factor_shap 0.5708069 0.5337042 0.2392750 NA 0.5404144 0.0002684 0.4022096 0.1054866 0.1454655
Clinical_Workload_Procedure_Count_risk_factor_shap 0.0635465 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 0.3082376 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 0.7420547 0.0295734 0.4067796 0.4022096 0.8021371 0.8040003 NA 0.5703301 0.0326892
Clinical_Workload_Encounter_count_risk_factor_shap 0.5909843 0.0001038 0.0003624 0.1054866 0.0026753 0.0000000 0.5703301 NA 0.0000000
Nonpatient_contact_time_risk_factor_shap 0.8997519 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 Empowerment Category
Variable Df Sum Sq Mean Sq F value Pr(>F)
empowerment_category…1 Encounter_Duration_risk_factor_shap 2 0.0105655 0.0052828 0.5689027 0.5670879
Residuals …2 Encounter_Duration_risk_factor_shap 194 1.8014598 0.0092859 NA NA
empowerment_category…3 Clinical_Workload_RVU_risk_factor_shap 2 0.0332242 0.0166121 1.5588179 0.2127529
Residuals …4 Clinical_Workload_RVU_risk_factor_shap 215 2.2912219 0.0106568 NA NA
empowerment_category…5 Clinical_Workload_Procedure_Type_risk_factor_shap 2 0.0026251 0.0013126 0.3353054 0.7154930
Residuals …6 Clinical_Workload_Procedure_Type_risk_factor_shap 215 0.8416317 0.0039146 NA NA
empowerment_category…7 Clinical_Workload_Procedure_Count_risk_factor_shap 2 0.0033070 0.0016535 0.5459960 0.5800656
Residuals …8 Clinical_Workload_Procedure_Count_risk_factor_shap 215 0.6511170 0.0030285 NA NA
empowerment_category…9 Patient_Facing_Work_Flow_no_of_completed_appointments_risk_factor_shap 2 0.0021591 0.0010795 1.1292087 0.3251898
Residuals …10 Patient_Facing_Work_Flow_no_of_completed_appointments_risk_factor_shap 216 0.2065005 0.0009560 NA NA
empowerment_category…11 Patient_Facing_Work_Flow_end_of_schedule_time_risk_factor_shap 2 0.0011133 0.0005566 0.2062271 0.8138228
Residuals …12 Patient_Facing_Work_Flow_end_of_schedule_time_risk_factor_shap 198 0.5344268 0.0026991 NA NA
empowerment_category…13 Clinical_Workload_Encounter_count_risk_factor_shap 2 0.0255926 0.0127963 1.5595585 0.2125976
Residuals …14 Clinical_Workload_Encounter_count_risk_factor_shap 215 1.7640910 0.0082051 NA NA
empowerment_category…15 Nonpatient_contact_time_risk_factor_shap 2 0.0451482 0.0225741 1.2734768 0.2821050
Residuals …16 Nonpatient_contact_time_risk_factor_shap 201 3.5629982 0.0177264 NA NA

##Relationship between Empowerment 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: Empowerment and Ehr SHAP Variables
empowerment 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
empowerment 1.0000000 -0.0471522 -0.0431863 -0.0913159 0.0007553 -0.1748734 -0.0265453 0.0235911 -0.0757725 -0.0734470 -0.0502150 0.1159065 -0.0489439 -0.0958275
EHR_usage_total_documentation_time_in_EHR_system_risk_factor_shap -0.0471522 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 -0.0431863 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 -0.0913159 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 0.0007553 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 -0.1748734 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 -0.0265453 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 0.0235911 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 -0.0757725 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 -0.0734470 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 -0.0502150 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 0.1159065 -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 -0.0489439 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 -0.0958275 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
empowerment 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
empowerment NA 0.4825844 0.5201996 0.1732321 0.9910308 0.0087194 0.6927389 0.7254741 0.2587550 0.2736996 0.4545712 0.0834763 0.4660846 0.1528656
EHR_usage_total_documentation_time_in_EHR_system_risk_factor_shap 0.4825844 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 0.5201996 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 0.1732321 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 0.9910308 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 0.0087194 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 0.6927389 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 0.7254741 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 0.2587550 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 0.2736996 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 0.4545712 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 0.0834763 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 0.4660846 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 0.1528656 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 Empowerment Category
Variable Df Sum Sq Mean Sq F value Pr(>F)
empowerment_category…1 EHR_usage_total_documentation_time_in_EHR_system_risk_factor_shap 2 0.0309972 0.0154986 1.2314061 0.2938766
Residuals …2 EHR_usage_total_documentation_time_in_EHR_system_risk_factor_shap 221 2.7815297 0.0125861 NA NA
empowerment_category…3 EHR_usage_time_spent_on_vitals_in_EHR_system_risk_factor_shap 2 0.0381591 0.0190796 1.5566606 0.2131418
Residuals …4 EHR_usage_time_spent_on_vitals_in_EHR_system_risk_factor_shap 221 2.7087379 0.0122567 NA NA
empowerment_category…5 EHR_usage_time_spent_on_patient_history_risk_factor_shap 2 0.0433958 0.0216979 2.6146895 0.0754538
Residuals …6 EHR_usage_time_spent_on_patient_history_risk_factor_shap 221 1.8339598 0.0082985 NA NA
empowerment_category…7 EHR_usage_time_spent_on_patient_education_risk_factor_shap 2 0.0020756 0.0010378 0.1837939 0.8322344
Residuals …8 EHR_usage_time_spent_on_patient_education_risk_factor_shap 221 1.2478828 0.0056465 NA NA
empowerment_category…9 EHR_usage_time_spent_on_orders_risk_factor_shap 2 0.0798401 0.0399201 6.3335964 0.0021149
Residuals …10 EHR_usage_time_spent_on_orders_risk_factor_shap 221 1.3929423 0.0063029 NA NA
empowerment_category…11 EHR_usage_time_spent_on_notes_risk_factor_shap 2 0.0001145 0.0000573 0.0078180 0.9922128
Residuals …12 EHR_usage_time_spent_on_notes_risk_factor_shap 221 1.6184389 0.0073233 NA NA
empowerment_category…13 EHR_usage_time_spent_on_messaging_risk_factor_shap 2 0.0039241 0.0019621 0.8735798 0.4188909
Residuals …14 EHR_usage_time_spent_on_messaging_risk_factor_shap 221 0.4963647 0.0022460 NA NA
empowerment_category…15 EHR_usage_time_spent_on_EHR_system_risk_factor_shap 2 0.0881045 0.0440523 1.2305126 0.2941364
Residuals …16 EHR_usage_time_spent_on_EHR_system_risk_factor_shap 221 7.9117852 0.0357999 NA NA
empowerment_category…17 EHR_usage_time_spent_on_charging_risk_factor_shap 2 0.0985397 0.0492699 2.6777175 0.0709494
Residuals …18 EHR_usage_time_spent_on_charging_risk_factor_shap 221 4.0663885 0.0183999 NA NA
empowerment_category…19 EHR_usage_time_spent_on_assessment_risk_factor_shap 2 0.0046098 0.0023049 0.9494863 0.3885124
Residuals …20 EHR_usage_time_spent_on_assessment_risk_factor_shap 221 0.5364814 0.0024275 NA NA
empowerment_category…21 EHR_usage_time_spent_on_alerts_such_as_best_practice_advisories_risk_factor_shap 2 0.0921731 0.0460865 3.7030713 0.0261901
Residuals …22 EHR_usage_time_spent_on_alerts_such_as_best_practice_advisories_risk_factor_shap 221 2.7504538 0.0124455 NA NA
empowerment_category…23 EHR_usage_time_spent_on_administrative_processes_risk_factor_shap 2 0.1196454 0.0598227 1.0724200 0.3439533
Residuals …24 EHR_usage_time_spent_on_administrative_processes_risk_factor_shap 221 12.3280192 0.0557829 NA NA
empowerment_category…25 EHR_uncategorized_time_risk_factor_shap 2 0.0001036 0.0000518 1.2149366 0.2987028
Residuals …26 EHR_uncategorized_time_risk_factor_shap 221 0.0094239 0.0000426 NA NA

##Relationship between Empowerment and Scheduling Features

Correlation Matrix: Empowerment and Scheduling FEATURE Variables
empowerment 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
empowerment 1.0000000 0.0681043 -0.1694457 -0.0106072 -0.0679558 0.0702956 -0.0434030 0.0867851
Unscheduled_Time_risk_factor_feature_value 0.0681043 1.0000000 -0.0573554 -0.0892838 -0.0063455 0.1238255 0.0769870 -0.1136307
Scheduling_overlapping_appointments_risk_factor_feature_value -0.1694457 -0.0573554 1.0000000 -0.3596856 0.1347903 0.3324081 0.3666426 0.0226906
Scheduling_Hours_worked_outside_7am7pm_risk_factor_feature_value -0.0106072 -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 -0.0679558 -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 0.0702956 0.1238255 0.3324081 0.1566051 -0.0071389 1.0000000 0.8187556 -0.2911901
Scheduling_back_to_back_appointments_risk_factor_feature_value -0.0434030 0.0769870 0.3666426 0.0715954 0.0363418 0.8187556 1.0000000 -0.3121378
SchedulingWeekends_risk_factor_feature_value 0.0867851 -0.1136307 0.0226906 -0.0773370 0.2210164 -0.2911901 -0.3121378 1.0000000
P-values for the Correlations
empowerment 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
empowerment NA 0.3331089 0.0153995 0.8759710 0.3167994 0.3003848 0.5376303 0.2288850
Unscheduled_Time_risk_factor_feature_value 0.3331089 NA 0.4151659 0.2041098 0.9282273 0.0776459 0.2737519 0.1245786
Scheduling_overlapping_appointments_risk_factor_feature_value 0.0153995 0.4151659 NA 0.0000001 0.0545879 0.0000012 0.0000001 0.7598090
Scheduling_Hours_worked_outside_7am7pm_risk_factor_feature_value 0.8759710 0.2041098 0.0000001 NA 0.9142077 0.0204164 0.3088633 0.2837987
Scheduling_count_of_late_encounters_between_7pm12am_risk_factor_feature_value 0.3167994 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 0.3003848 0.0776459 0.0000012 0.0204164 0.9163422 NA 0.0000000 0.0000380
Scheduling_back_to_back_appointments_risk_factor_feature_value 0.5376303 0.2737519 0.0000001 0.3088633 0.6058230 0.0000000 NA 0.0000161
SchedulingWeekends_risk_factor_feature_value 0.2288850 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 Empowerment Category
Variable Df Sum Sq Mean Sq F value Pr(>F)
empowerment_category…1 Unscheduled_Time_risk_factor_feature_value 2 1.089665e+01 5.448327e+00 0.9837063 0.3757155
Residuals …2 Unscheduled_Time_risk_factor_feature_value 201 1.113253e+03 5.538571e+00 NA NA
empowerment_category…3 Scheduling_overlapping_appointments_risk_factor_feature_value 2 2.431970e+03 1.215985e+03 2.3501194 0.0979731
Residuals …4 Scheduling_overlapping_appointments_risk_factor_feature_value 201 1.040002e+05 5.174142e+02 NA NA
empowerment_category…5 Scheduling_Hours_worked_outside_7am7pm_risk_factor_feature_value 2 2.311010e-02 1.155510e-02 0.8915000 0.4115435
Residuals …6 Scheduling_Hours_worked_outside_7am7pm_risk_factor_feature_value 216 2.799657e+00 1.296140e-02 NA NA
empowerment_category…7 Scheduling_count_of_late_encounters_between_7pm12am_risk_factor_feature_value 2 5.972498e+01 2.986249e+01 0.2400409 0.7868052
Residuals …8 Scheduling_count_of_late_encounters_between_7pm12am_risk_factor_feature_value 216 2.687166e+04 1.244058e+02 NA NA
empowerment_category…9 Scheduling_count_of_hours_worked_between_12_am__7_am_risk_factor_feature_value 2 6.731068e+06 3.365534e+06 1.7696769 0.1728494
Residuals …10 Scheduling_count_of_hours_worked_between_12_am__7_am_risk_factor_feature_value 216 4.107842e+08 1.901779e+06 NA NA
empowerment_category…11 Scheduling_back_to_back_appointments_risk_factor_feature_value 2 4.490670e+04 2.245335e+04 0.4304897 0.6507887
Residuals …12 Scheduling_back_to_back_appointments_risk_factor_feature_value 201 1.048370e+07 5.215770e+04 NA NA
empowerment_category…13 SchedulingWeekends_risk_factor_feature_value 2 3.824029e+04 1.912015e+04 2.1887275 0.1148621
Residuals …14 SchedulingWeekends_risk_factor_feature_value 191 1.668526e+06 8.735736e+03 NA NA

##Relationship between Empowerment 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: Empowerment and Workload FEATURE Variables
empowerment 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
empowerment 1.0000000 0.0233706 0.0996823 0.1451136 0.0991803 -0.0278384 0.0501956 0.0587648 -0.0581916
Encounter_Duration_risk_factor_feature_value 0.0233706 1.0000000 -0.0907257 -0.0018126 -0.1102129 -0.0564773 0.2571414 -0.0702778 -0.0337045
Clinical_Workload_RVU_risk_factor_feature_value 0.0996823 -0.0907257 1.0000000 0.6336461 0.8829654 0.5771087 0.0119758 0.5452412 0.5751453
Clinical_Workload_Procedure_Type_risk_factor_feature_value 0.1451136 -0.0018126 0.6336461 1.0000000 0.5157007 0.5627637 -0.0891127 0.5484507 0.4725423
Clinical_Workload_Procedure_Count_risk_factor_feature_value 0.0991803 -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 -0.0278384 -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 0.0501956 0.2571414 0.0119758 -0.0891127 0.0939605 0.1190617 1.0000000 0.0685954 0.0983374
Clinical_Workload_Encounter_count_risk_factor_feature_value 0.0587648 -0.0702778 0.5452412 0.5484507 0.4616627 0.8678634 0.0685954 1.0000000 0.8541545
Nonpatient_contact_time_risk_factor_feature_value -0.0581916 -0.0337045 0.5751453 0.4725423 0.6085621 0.8993081 0.0983374 0.8541545 1.0000000
P-values for the Correlations
empowerment 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
empowerment NA 0.7444401 0.1423797 0.0322250 0.1444107 0.6820319 0.4791604 0.3879124 0.4083866
Encounter_Duration_risk_factor_feature_value 0.7444401 NA 0.2048307 0.9798325 0.1231299 0.4305324 0.0002646 0.3264284 0.6382202
Clinical_Workload_RVU_risk_factor_feature_value 0.1423797 0.2048307 NA 0.0000000 0.0000000 0.0000000 0.8663408 0.0000000 0.0000000
Clinical_Workload_Procedure_Type_risk_factor_feature_value 0.0322250 0.9798325 0.0000000 NA 0.0000000 0.0000000 0.2095358 0.0000000 0.0000000
Clinical_Workload_Procedure_Count_risk_factor_feature_value 0.1444107 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 0.6820319 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 0.4791604 0.0002646 0.8663408 0.2095358 0.1857015 0.0922867 NA 0.3332526 0.1648795
Clinical_Workload_Encounter_count_risk_factor_feature_value 0.3879124 0.3264284 0.0000000 0.0000000 0.0000000 0.0000000 0.3332526 NA 0.0000000
Nonpatient_contact_time_risk_factor_feature_value 0.4083866 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 Empowerment Category
Variable Df Sum Sq Mean Sq F value Pr(>F)
empowerment_category…1 Encounter_Duration_risk_factor_feature_value 2 2.231203e+03 1.115601e+03 0.9812974 0.3766771
Residuals …2 Encounter_Duration_risk_factor_feature_value 194 2.205516e+05 1.136864e+03 NA NA
empowerment_category…3 Clinical_Workload_RVU_risk_factor_feature_value 2 6.576394e+04 3.288197e+04 0.5334732 0.5873386
Residuals …4 Clinical_Workload_RVU_risk_factor_feature_value 215 1.325207e+07 6.163753e+04 NA NA
empowerment_category…5 Clinical_Workload_Procedure_Type_risk_factor_feature_value 2 1.037858e+03 5.189288e+02 0.5384134 0.5844585
Residuals …6 Clinical_Workload_Procedure_Type_risk_factor_feature_value 215 2.072194e+05 9.638111e+02 NA NA
empowerment_category…7 Clinical_Workload_Procedure_Count_risk_factor_feature_value 2 6.491548e+05 3.245774e+05 1.2951089 0.2759958
Residuals …8 Clinical_Workload_Procedure_Count_risk_factor_feature_value 215 5.388284e+07 2.506178e+05 NA NA
empowerment_category…9 Patient_Facing_Work_Flow_no_of_completed_appointments_risk_factor_feature_value 2 8.259470e+05 4.129735e+05 1.0505923 0.3515107
Residuals …10 Patient_Facing_Work_Flow_no_of_completed_appointments_risk_factor_feature_value 216 8.490665e+07 3.930863e+05 NA NA
empowerment_category…11 Patient_Facing_Work_Flow_end_of_schedule_time_risk_factor_feature_value 2 6.564277e+00 3.282138e+00 1.0830312 0.3405648
Residuals …12 Patient_Facing_Work_Flow_end_of_schedule_time_risk_factor_feature_value 198 6.000413e+02 3.030511e+00 NA NA
empowerment_category…13 Clinical_Workload_Encounter_count_risk_factor_feature_value 2 8.228946e+06 4.114473e+06 1.5372593 0.2173228
Residuals …14 Clinical_Workload_Encounter_count_risk_factor_feature_value 215 5.754473e+08 2.676499e+06 NA NA
empowerment_category…15 Nonpatient_contact_time_risk_factor_feature_value 2 1.065242e+05 5.326210e+04 0.8587713 0.4252309
Residuals …16 Nonpatient_contact_time_risk_factor_feature_value 201 1.246628e+07 6.202129e+04 NA NA

##Relationship between Empowerment 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: Empowerment and Ehr FEATURE Variables
empowerment 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
empowerment 1.0000000 -0.0465463 0.0050229 -0.0438005 0.1809639 0.0593673 0.0247286 0.0392162 0.0549592 -0.0929848 0.0602376 0.0390592 -0.0516024 -0.0755833
EHR_usage_total_documentation_time_in_EHR_system_risk_factor_feature_value -0.0465463 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 0.0050229 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 -0.0438005 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 0.1809639 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 0.0593673 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 0.0247286 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 0.0392162 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 0.0549592 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 -0.0929848 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 0.0602376 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 0.0390592 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 -0.0516024 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 -0.0755833 -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
empowerment 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
empowerment NA 0.4882349 0.9404093 0.5142778 0.0066131 0.3765139 0.7128060 0.5593044 0.4130313 0.1654756 0.3695457 0.5608794 0.4421871 0.2599497
EHR_usage_total_documentation_time_in_EHR_system_risk_factor_feature_value 0.4882349 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 0.9404093 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 0.5142778 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 0.0066131 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 0.3765139 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 0.7128060 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 0.5593044 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 0.4130313 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 0.1654756 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 0.3695457 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 0.5608794 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 0.4421871 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 0.2599497 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 Empowerment Category
Variable Df Sum Sq Mean Sq F value Pr(>F)
empowerment_category…1 EHR_usage_total_documentation_time_in_EHR_system_risk_factor_feature_value 2 2.333681e+01 11.6684047 0.1694189 0.8442648
Residuals …2 EHR_usage_total_documentation_time_in_EHR_system_risk_factor_feature_value 221 1.522096e+04 68.8731142 NA NA
empowerment_category…3 EHR_usage_time_spent_on_vitals_in_EHR_system_risk_factor_feature_value 2 2.117450e+02 105.8725150 2.9788464 0.0528973
Residuals …4 EHR_usage_time_spent_on_vitals_in_EHR_system_risk_factor_feature_value 221 7.854660e+03 35.5414478 NA NA
empowerment_category…5 EHR_usage_time_spent_on_patient_history_risk_factor_feature_value 2 6.269660e+00 3.1348298 0.1943890 0.8234782
Residuals …6 EHR_usage_time_spent_on_patient_history_risk_factor_feature_value 221 3.563975e+03 16.1265815 NA NA
empowerment_category…7 EHR_usage_time_spent_on_patient_education_risk_factor_feature_value 2 3.591038e+03 1795.5190687 1.6445327 0.1954569
Residuals …8 EHR_usage_time_spent_on_patient_education_risk_factor_feature_value 221 2.412903e+05 1091.8110989 NA NA
empowerment_category…9 EHR_usage_time_spent_on_orders_risk_factor_feature_value 2 2.084178e+00 1.0420889 0.6813757 0.5069801
Residuals …10 EHR_usage_time_spent_on_orders_risk_factor_feature_value 221 3.379951e+02 1.5293895 NA NA
empowerment_category…11 EHR_usage_time_spent_on_notes_risk_factor_feature_value 2 4.706740e-02 0.0235337 0.0094851 0.9905602
Residuals …12 EHR_usage_time_spent_on_notes_risk_factor_feature_value 221 5.483312e+02 2.4811365 NA NA
empowerment_category…13 EHR_usage_time_spent_on_messaging_risk_factor_feature_value 2 5.194800e-03 0.0025974 1.0525310 0.3507962
Residuals …14 EHR_usage_time_spent_on_messaging_risk_factor_feature_value 221 5.453742e-01 0.0024678 NA NA
empowerment_category…15 EHR_usage_time_spent_on_EHR_system_risk_factor_feature_value 2 1.912492e+02 95.6245768 0.2582228 0.7726558
Residuals …16 EHR_usage_time_spent_on_EHR_system_risk_factor_feature_value 221 8.184030e+04 370.3180883 NA NA
empowerment_category…17 EHR_usage_time_spent_on_charging_risk_factor_feature_value 2 2.126257e+01 10.6312874 0.3626020 0.6962765
Residuals …18 EHR_usage_time_spent_on_charging_risk_factor_feature_value 221 6.479595e+03 29.3194360 NA NA
empowerment_category…19 EHR_usage_time_spent_on_assessment_risk_factor_feature_value 2 2.119327e+01 10.5966350 1.3860944 0.2522151
Residuals …20 EHR_usage_time_spent_on_assessment_risk_factor_feature_value 221 1.689536e+03 7.6449593 NA NA
empowerment_category…21 EHR_usage_time_spent_on_alerts_such_as_best_practice_advisories_risk_factor_feature_value 2 1.032711e+00 0.5163555 0.1264903 0.8812464
Residuals …22 EHR_usage_time_spent_on_alerts_such_as_best_practice_advisories_risk_factor_feature_value 221 9.021607e+02 4.0821750 NA NA
empowerment_category…23 EHR_usage_time_spent_on_administrative_processes_risk_factor_feature_value 2 1.315466e-01 0.0657733 0.0511391 0.9501578
Residuals …24 EHR_usage_time_spent_on_administrative_processes_risk_factor_feature_value 221 2.842425e+02 1.2861650 NA NA
empowerment_category…25 EHR_uncategorized_time_risk_factor_feature_value 2 3.542000e-04 0.0001771 0.1853301 0.8309590
Residuals …26 EHR_uncategorized_time_risk_factor_feature_value 221 2.111593e-01 0.0009555 NA NA