Senior_leadership Descriptives

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

Descriptive Statistics for Senior_leadership
vars n mean sd median trimmed mad min max range skew kurtosis se
X1 1 269 2.776064 0.9100384 2.75 2.738613 1.11195 1 5 4 0.382615 -0.0215296 0.055486

Descriptive Statistics for Senior_leadership by Category
senior_leadership_category Count Mean SD
Favorable 153 2.147931 0.5031883
Neutral 86 3.295574 0.2765859
Unfavorable 30 4.490278 0.4245918
Descriptive Statistics for Senior_leadership by Percentile
senior_leadership_percentile Count Mean SD
Top 20% 33 1.414956 0.3566455
Middle 60% 177 2.600270 0.4555505
Bottom 20% 59 4.064743 0.5376759

Senior_leadership and Quit Probability

Correlation between Senior_leadership and Quit Probability
Correlation
-0.0421808 
## `geom_smooth()` using formula = 'y ~ x'

ANOVA Results for Quit Probability by Senior_leadership Category
Df Sum Sq Mean Sq F value Pr(>F)
senior_leadership_category 2 0.0000891 4.45e-05 1.287935 0.2778655
Residuals 225 0.0077821 3.46e-05 NA NA
Tukey’s HSD Post-hoc Results for Senior_leadership Category
Comparison Estimate Std_Error z_value p_value
Neutral - Favorable Neutral - Favorable -0.0008467 0.0008554 -0.9898012 0.5776980
Unfavorable - Favorable Unfavorable - Favorable -0.0018431 0.0012481 -1.4767461 0.2976358
Unfavorable - Neutral Unfavorable - Neutral -0.0009964 0.0013176 -0.7561966 0.7253192

ANOVA Results for Quit Probability by Senior_leadership Percentile
Df Sum Sq Mean Sq F value Pr(>F)
senior_leadership_percentile 2 0.0000978 4.89e-05 1.41488 0.245108
Residuals 225 0.0077734 3.45e-05 NA NA
Tukey’s HSD Post-hoc Results for Senior_leadership Percentile
Comparison Estimate Std_Error z_value p_value
Middle 60% - Top 20% Middle 60% - Top 20% 0.0017152 0.0013391 1.2808186 0.3988165
Bottom 20% - Top 20% Bottom 20% - Top 20% 0.0004833 0.0014993 0.3223528 0.9427833
Bottom 20% - Middle 60% Bottom 20% - Middle 60% -0.0012319 0.0009488 -1.2983031 0.3889876

##Relationship between Senior_leadership and Scheduling Shaps

Correlation Matrix: Senior_leadership and Scheduling SHAP Variables
senior_leadership 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
senior_leadership 1.0000000 0.0238088 0.2463095 0.0938894 -0.0463586 0.0834070 -0.0263487 0.0712527
Unscheduled_Time_risk_factor_shap 0.0238088 1.0000000 0.1074331 0.1203767 0.0780532 0.0613317 0.0960513 -0.0179730
Scheduling_overlapping_appointments_risk_factor_shap 0.2463095 0.1074331 1.0000000 -0.1655393 -0.1191948 -0.4153116 0.2109286 0.0743987
Scheduling_Hours_worked_outside_7am7pm_risk_factor_shap 0.0938894 0.1203767 -0.1655393 1.0000000 0.1472663 0.6380386 -0.0603795 0.1498284
Scheduling_count_of_late_encounters_between_7pm12am_risk_factor_shap -0.0463586 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 0.0834070 0.0613317 -0.4153116 0.6380386 0.2968274 1.0000000 -0.1558050 0.0968575
Scheduling_back_to_back_appointments_risk_factor_shap -0.0263487 0.0960513 0.2109286 -0.0603795 0.1307884 -0.1558050 1.0000000 -0.0204519
SchedulingWeekends_risk_factor_shap 0.0712527 -0.0179730 0.0743987 0.1498284 -0.0434544 0.0968575 -0.0204519 1.0000000
P-values for the Correlations
senior_leadership 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
senior_leadership NA 0.7353513 0.0003834 0.1661917 0.4949322 0.2189254 0.7083394 0.3235068
Unscheduled_Time_risk_factor_shap 0.7353513 NA 0.1261524 0.0863451 0.2671430 0.3835198 0.1717447 0.8086599
Scheduling_overlapping_appointments_risk_factor_shap 0.0003834 0.1261524 NA 0.0179720 0.0895004 0.0000000 0.0024594 0.3155196
Scheduling_Hours_worked_outside_7am7pm_risk_factor_shap 0.1661917 0.0863451 0.0179720 NA 0.0293493 0.0000000 0.3909610 0.0370542
Scheduling_count_of_late_encounters_between_7pm12am_risk_factor_shap 0.4949322 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 0.2189254 0.3835198 0.0000000 0.0000000 0.0000079 NA 0.0260629 0.1791063
Scheduling_back_to_back_appointments_risk_factor_shap 0.7083394 0.1717447 0.0024594 0.3909610 0.0622417 0.0260629 NA 0.7828853
SchedulingWeekends_risk_factor_shap 0.3235068 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 Senior_leadership Category
Variable Df Sum Sq Mean Sq F value Pr(>F)
senior_leadership_category…1 Unscheduled_Time_risk_factor_shap 2 0.0040113 0.0020057 0.6639088 0.5159603
Residuals …2 Unscheduled_Time_risk_factor_shap 201 0.6072169 0.0030210 NA NA
senior_leadership_category…3 Scheduling_overlapping_appointments_risk_factor_shap 2 0.0957658 0.0478829 4.3636974 0.0139592
Residuals …4 Scheduling_overlapping_appointments_risk_factor_shap 201 2.2055751 0.0109730 NA NA
senior_leadership_category…5 Scheduling_Hours_worked_outside_7am7pm_risk_factor_shap 2 0.0107748 0.0053874 0.9798796 0.3770185
Residuals …6 Scheduling_Hours_worked_outside_7am7pm_risk_factor_shap 216 1.1875702 0.0054980 NA NA
senior_leadership_category…7 Scheduling_count_of_late_encounters_between_7pm12am_risk_factor_shap 2 0.0000569 0.0000284 0.4268605 0.6531039
Residuals …8 Scheduling_count_of_late_encounters_between_7pm12am_risk_factor_shap 216 0.0143879 0.0000666 NA NA
senior_leadership_category…9 Scheduling_count_of_hours_worked_between_12_am__7_am_risk_factor_shap 2 0.0249185 0.0124592 2.8391844 0.0606578
Residuals …10 Scheduling_count_of_hours_worked_between_12_am__7_am_risk_factor_shap 216 0.9478766 0.0043883 NA NA
senior_leadership_category…11 Scheduling_back_to_back_appointments_risk_factor_shap 2 0.0016126 0.0008063 1.3839146 0.2529729
Residuals …12 Scheduling_back_to_back_appointments_risk_factor_shap 201 0.1171096 0.0005826 NA NA
senior_leadership_category…13 SchedulingWeekends_risk_factor_shap 2 0.0293677 0.0146839 1.4399235 0.2395062
Residuals …14 SchedulingWeekends_risk_factor_shap 191 1.9477544 0.0101977 NA NA

##Relationship between Senior_leadership 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 Senior_leadership 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: Senior_leadership and Workload SHAP Variables
senior_leadership 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
senior_leadership 1.0000000 0.0333936 0.0183859 0.2080948 0.1186849 -0.0395248 -0.0032538 0.0842244 0.0499062
Encounter_Duration_risk_factor_shap 0.0333936 1.0000000 -0.2262257 -0.0446032 -0.2084849 0.1380264 0.1550642 0.2730183 -0.2203552
Clinical_Workload_RVU_risk_factor_shap 0.0183859 -0.2262257 1.0000000 0.0800352 0.5795920 0.0809919 0.0589783 -0.2399206 0.3581040
Clinical_Workload_Procedure_Type_risk_factor_shap 0.2080948 -0.0446032 0.0800352 1.0000000 0.0416841 0.2444559 0.0595537 0.1101940 -0.1025363
Clinical_Workload_Procedure_Count_risk_factor_shap 0.1186849 -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 -0.0395248 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 -0.0032538 0.1550642 0.0589783 0.0595537 0.0178292 -0.0176133 1.0000000 0.0402679 0.1507316
Clinical_Workload_Encounter_count_risk_factor_shap 0.0842244 0.2730183 -0.2399206 0.1101940 -0.2028889 0.3770314 0.0402679 1.0000000 -0.4980576
Nonpatient_contact_time_risk_factor_shap 0.0499062 -0.2203552 0.3581040 -0.1025363 0.2165978 -0.2855978 0.1507316 -0.4980576 1.0000000
P-values for the Correlations
senior_leadership 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
senior_leadership NA 0.6413241 0.7872164 0.0020103 0.0803822 0.5607061 0.9634350 0.2154895 0.4784083
Encounter_Duration_risk_factor_shap 0.6413241 NA 0.0013907 0.5337042 0.0032823 0.0530845 0.0295734 0.0001038 0.0018615
Clinical_Workload_RVU_risk_factor_shap 0.7872164 0.0013907 NA 0.2392750 0.0000000 0.2336874 0.4067796 0.0003624 0.0000002
Clinical_Workload_Procedure_Type_risk_factor_shap 0.0020103 0.5337042 0.2392750 NA 0.5404144 0.0002684 0.4022096 0.1054866 0.1454655
Clinical_Workload_Procedure_Count_risk_factor_shap 0.0803822 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 0.5607061 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 0.9634350 0.0295734 0.4067796 0.4022096 0.8021371 0.8040003 NA 0.5703301 0.0326892
Clinical_Workload_Encounter_count_risk_factor_shap 0.2154895 0.0001038 0.0003624 0.1054866 0.0026753 0.0000000 0.5703301 NA 0.0000000
Nonpatient_contact_time_risk_factor_shap 0.4784083 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 Senior_leadership Category
Variable Df Sum Sq Mean Sq F value Pr(>F)
senior_leadership_category…1 Encounter_Duration_risk_factor_shap 2 0.0531611 0.0265806 2.9317959 0.0556673
Residuals …2 Encounter_Duration_risk_factor_shap 194 1.7588641 0.0090663 NA NA
senior_leadership_category…3 Clinical_Workload_RVU_risk_factor_shap 2 0.0436137 0.0218068 2.0555972 0.1305250
Residuals …4 Clinical_Workload_RVU_risk_factor_shap 215 2.2808324 0.0106085 NA NA
senior_leadership_category…5 Clinical_Workload_Procedure_Type_risk_factor_shap 2 0.0898473 0.0449236 12.8028375 0.0000056
Residuals …6 Clinical_Workload_Procedure_Type_risk_factor_shap 215 0.7544096 0.0035089 NA NA
senior_leadership_category…7 Clinical_Workload_Procedure_Count_risk_factor_shap 2 0.0062638 0.0031319 1.0388710 0.3556233
Residuals …8 Clinical_Workload_Procedure_Count_risk_factor_shap 215 0.6481603 0.0030147 NA NA
senior_leadership_category…9 Patient_Facing_Work_Flow_no_of_completed_appointments_risk_factor_shap 2 0.0004882 0.0002441 0.2532981 0.7764667
Residuals …10 Patient_Facing_Work_Flow_no_of_completed_appointments_risk_factor_shap 216 0.2081713 0.0009638 NA NA
senior_leadership_category…11 Patient_Facing_Work_Flow_end_of_schedule_time_risk_factor_shap 2 0.0050181 0.0025090 0.9364119 0.3937610
Residuals …12 Patient_Facing_Work_Flow_end_of_schedule_time_risk_factor_shap 198 0.5305220 0.0026794 NA NA
senior_leadership_category…13 Clinical_Workload_Encounter_count_risk_factor_shap 2 0.0334255 0.0167127 2.0459634 0.1317647
Residuals …14 Clinical_Workload_Encounter_count_risk_factor_shap 215 1.7562581 0.0081686 NA NA
senior_leadership_category…15 Nonpatient_contact_time_risk_factor_shap 2 0.0680926 0.0340463 1.9331084 0.1473784
Residuals …16 Nonpatient_contact_time_risk_factor_shap 201 3.5400538 0.0176122 NA NA

##Relationship between Senior_leadership 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: Senior_leadership and Ehr SHAP Variables
senior_leadership 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
senior_leadership 1.0000000 -0.1578185 -0.0317191 0.0161881 -0.0175520 -0.1502153 -0.1352014 -0.0127725 -0.1423936 -0.1261788 -0.0167324 0.2065522 -0.0785630 -0.0855219
EHR_usage_total_documentation_time_in_EHR_system_risk_factor_shap -0.1578185 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 -0.0317191 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 0.0161881 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 -0.0175520 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 -0.1502153 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 -0.1352014 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 -0.0127725 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 -0.1423936 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 -0.1261788 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 -0.0167324 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 0.2065522 -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 -0.0785630 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 -0.0855219 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
senior_leadership 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
senior_leadership NA 0.0180970 0.6367908 0.8096000 0.7939037 0.0245499 0.0432301 0.8492307 0.0331638 0.0593694 0.8033266 0.0018857 0.2415763 0.2022558
EHR_usage_total_documentation_time_in_EHR_system_risk_factor_shap 0.0180970 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 0.6367908 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 0.8096000 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 0.7939037 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 0.0245499 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 0.0432301 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 0.8492307 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 0.0331638 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 0.0593694 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 0.8033266 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 0.0018857 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 0.2415763 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 0.2022558 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 Senior_leadership Category
Variable Df Sum Sq Mean Sq F value Pr(>F)
senior_leadership_category…1 EHR_usage_total_documentation_time_in_EHR_system_risk_factor_shap 2 0.0675124 0.0337562 2.7176999 0.0682336
Residuals …2 EHR_usage_total_documentation_time_in_EHR_system_risk_factor_shap 221 2.7450145 0.0124209 NA NA
senior_leadership_category…3 EHR_usage_time_spent_on_vitals_in_EHR_system_risk_factor_shap 2 0.0500895 0.0250447 2.0523850 0.1308691
Residuals …4 EHR_usage_time_spent_on_vitals_in_EHR_system_risk_factor_shap 221 2.6968075 0.0122027 NA NA
senior_leadership_category…5 EHR_usage_time_spent_on_patient_history_risk_factor_shap 2 0.0021631 0.0010815 0.1274628 0.8803908
Residuals …6 EHR_usage_time_spent_on_patient_history_risk_factor_shap 221 1.8751926 0.0084850 NA NA
senior_leadership_category…7 EHR_usage_time_spent_on_patient_education_risk_factor_shap 2 0.0089808 0.0044904 0.7996760 0.4507708
Residuals …8 EHR_usage_time_spent_on_patient_education_risk_factor_shap 221 1.2409776 0.0056153 NA NA
senior_leadership_category…9 EHR_usage_time_spent_on_orders_risk_factor_shap 2 0.0491360 0.0245680 3.8138177 0.0235300
Residuals …10 EHR_usage_time_spent_on_orders_risk_factor_shap 221 1.4236464 0.0064418 NA NA
senior_leadership_category…11 EHR_usage_time_spent_on_notes_risk_factor_shap 2 0.0564128 0.0282064 3.9904293 0.0198398
Residuals …12 EHR_usage_time_spent_on_notes_risk_factor_shap 221 1.5621406 0.0070685 NA NA
senior_leadership_category…13 EHR_usage_time_spent_on_messaging_risk_factor_shap 2 0.0053883 0.0026941 1.2030812 0.3022264
Residuals …14 EHR_usage_time_spent_on_messaging_risk_factor_shap 221 0.4949006 0.0022394 NA NA
senior_leadership_category…15 EHR_usage_time_spent_on_EHR_system_risk_factor_shap 2 0.3249654 0.1624827 4.6787008 0.0102307
Residuals …16 EHR_usage_time_spent_on_EHR_system_risk_factor_shap 221 7.6749244 0.0347282 NA NA
senior_leadership_category…17 EHR_usage_time_spent_on_charging_risk_factor_shap 2 0.0941403 0.0470701 2.5554015 0.0799542
Residuals …18 EHR_usage_time_spent_on_charging_risk_factor_shap 221 4.0707880 0.0184199 NA NA
senior_leadership_category…19 EHR_usage_time_spent_on_assessment_risk_factor_shap 2 0.0011643 0.0005821 0.2382734 0.7881894
Residuals …20 EHR_usage_time_spent_on_assessment_risk_factor_shap 221 0.5399269 0.0024431 NA NA
senior_leadership_category…21 EHR_usage_time_spent_on_alerts_such_as_best_practice_advisories_risk_factor_shap 2 0.2483122 0.1241561 10.5763955 0.0000411
Residuals …22 EHR_usage_time_spent_on_alerts_such_as_best_practice_advisories_risk_factor_shap 221 2.5943147 0.0117390 NA NA
senior_leadership_category…23 EHR_usage_time_spent_on_administrative_processes_risk_factor_shap 2 0.2855719 0.1427860 2.5945942 0.0769498
Residuals …24 EHR_usage_time_spent_on_administrative_processes_risk_factor_shap 221 12.1620927 0.0550321 NA NA
senior_leadership_category…25 EHR_uncategorized_time_risk_factor_shap 2 0.0000900 0.0000450 1.0539532 0.3503024
Residuals …26 EHR_uncategorized_time_risk_factor_shap 221 0.0094375 0.0000427 NA NA

##Relationship between Senior_leadership and Scheduling Features

Correlation Matrix: Senior_leadership and Scheduling FEATURE Variables
senior_leadership 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
senior_leadership 1.0000000 0.0763931 -0.1743240 -0.0714637 0.0168387 0.0717817 -0.0521121 0.0112188
Unscheduled_Time_risk_factor_feature_value 0.0763931 1.0000000 -0.0573554 -0.0892838 -0.0063455 0.1238255 0.0769870 -0.1136307
Scheduling_overlapping_appointments_risk_factor_feature_value -0.1743240 -0.0573554 1.0000000 -0.3596856 0.1347903 0.3324081 0.3666426 0.0226906
Scheduling_Hours_worked_outside_7am7pm_risk_factor_feature_value -0.0714637 -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 0.0168387 -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 0.0717817 0.1238255 0.3324081 0.1566051 -0.0071389 1.0000000 0.8187556 -0.2911901
Scheduling_back_to_back_appointments_risk_factor_feature_value -0.0521121 0.0769870 0.3666426 0.0715954 0.0363418 0.8187556 1.0000000 -0.3121378
SchedulingWeekends_risk_factor_feature_value 0.0112188 -0.1136307 0.0226906 -0.0773370 0.2210164 -0.2911901 -0.3121378 1.0000000
P-values for the Correlations
senior_leadership 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
senior_leadership NA 0.2774815 0.0126431 0.2924048 0.8043032 0.2902567 0.4591551 0.8766203
Unscheduled_Time_risk_factor_feature_value 0.2774815 NA 0.4151659 0.2041098 0.9282273 0.0776459 0.2737519 0.1245786
Scheduling_overlapping_appointments_risk_factor_feature_value 0.0126431 0.4151659 NA 0.0000001 0.0545879 0.0000012 0.0000001 0.7598090
Scheduling_Hours_worked_outside_7am7pm_risk_factor_feature_value 0.2924048 0.2041098 0.0000001 NA 0.9142077 0.0204164 0.3088633 0.2837987
Scheduling_count_of_late_encounters_between_7pm12am_risk_factor_feature_value 0.8043032 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 0.2902567 0.0776459 0.0000012 0.0204164 0.9163422 NA 0.0000000 0.0000380
Scheduling_back_to_back_appointments_risk_factor_feature_value 0.4591551 0.2737519 0.0000001 0.3088633 0.6058230 0.0000000 NA 0.0000161
SchedulingWeekends_risk_factor_feature_value 0.8766203 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 Senior_leadership Category
Variable Df Sum Sq Mean Sq F value Pr(>F)
senior_leadership_category…1 Unscheduled_Time_risk_factor_feature_value 2 3.708150e+01 1.854075e+01 3.4282045 0.0343542
Residuals …2 Unscheduled_Time_risk_factor_feature_value 201 1.087068e+03 5.408298e+00 NA NA
senior_leadership_category…3 Scheduling_overlapping_appointments_risk_factor_feature_value 2 2.675449e+03 1.337725e+03 2.5914708 0.0774113
Residuals …4 Scheduling_overlapping_appointments_risk_factor_feature_value 201 1.037568e+05 5.162028e+02 NA NA
senior_leadership_category…5 Scheduling_Hours_worked_outside_7am7pm_risk_factor_feature_value 2 2.112220e-02 1.056110e-02 0.8142365 0.4443323
Residuals …6 Scheduling_Hours_worked_outside_7am7pm_risk_factor_feature_value 216 2.801645e+00 1.297060e-02 NA NA
senior_leadership_category…7 Scheduling_count_of_late_encounters_between_7pm12am_risk_factor_feature_value 2 8.279850e+01 4.139925e+01 0.3330618 0.7170934
Residuals …8 Scheduling_count_of_late_encounters_between_7pm12am_risk_factor_feature_value 216 2.684859e+04 1.242990e+02 NA NA
senior_leadership_category…9 Scheduling_count_of_hours_worked_between_12_am__7_am_risk_factor_feature_value 2 1.871034e+07 9.355171e+06 5.0669302 0.0070716
Residuals …10 Scheduling_count_of_hours_worked_between_12_am__7_am_risk_factor_feature_value 216 3.988050e+08 1.846319e+06 NA NA
senior_leadership_category…11 Scheduling_back_to_back_appointments_risk_factor_feature_value 2 2.324287e+05 1.162144e+05 2.2687145 0.1060880
Residuals …12 Scheduling_back_to_back_appointments_risk_factor_feature_value 201 1.029618e+07 5.122476e+04 NA NA
senior_leadership_category…13 SchedulingWeekends_risk_factor_feature_value 2 6.848985e+03 3.424492e+03 0.3847706 0.6811331
Residuals …14 SchedulingWeekends_risk_factor_feature_value 191 1.699917e+06 8.900088e+03 NA NA

##Relationship between Senior_leadership 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: Senior_leadership and Workload FEATURE Variables
senior_leadership 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
senior_leadership 1.0000000 0.0297795 0.0983571 0.2605009 0.0813951 0.0011957 0.0615783 0.0619794 -0.0785969
Encounter_Duration_risk_factor_feature_value 0.0297795 1.0000000 -0.0907257 -0.0018126 -0.1102129 -0.0564773 0.2571414 -0.0702778 -0.0337045
Clinical_Workload_RVU_risk_factor_feature_value 0.0983571 -0.0907257 1.0000000 0.6336461 0.8829654 0.5771087 0.0119758 0.5452412 0.5751453
Clinical_Workload_Procedure_Type_risk_factor_feature_value 0.2605009 -0.0018126 0.6336461 1.0000000 0.5157007 0.5627637 -0.0891127 0.5484507 0.4725423
Clinical_Workload_Procedure_Count_risk_factor_feature_value 0.0813951 -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 0.0011957 -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 0.0615783 0.2571414 0.0119758 -0.0891127 0.0939605 0.1190617 1.0000000 0.0685954 0.0983374
Clinical_Workload_Encounter_count_risk_factor_feature_value 0.0619794 -0.0702778 0.5452412 0.5484507 0.4616627 0.8678634 0.0685954 1.0000000 0.8541545
Nonpatient_contact_time_risk_factor_feature_value -0.0785969 -0.0337045 0.5751453 0.4725423 0.6085621 0.8993081 0.0983374 0.8541545 1.0000000
P-values for the Correlations
senior_leadership 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
senior_leadership NA 0.6778436 0.1477883 0.0000996 0.2313606 0.9859631 0.3851737 0.3624378 0.2638150
Encounter_Duration_risk_factor_feature_value 0.6778436 NA 0.2048307 0.9798325 0.1231299 0.4305324 0.0002646 0.3264284 0.6382202
Clinical_Workload_RVU_risk_factor_feature_value 0.1477883 0.2048307 NA 0.0000000 0.0000000 0.0000000 0.8663408 0.0000000 0.0000000
Clinical_Workload_Procedure_Type_risk_factor_feature_value 0.0000996 0.9798325 0.0000000 NA 0.0000000 0.0000000 0.2095358 0.0000000 0.0000000
Clinical_Workload_Procedure_Count_risk_factor_feature_value 0.2313606 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 0.9859631 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 0.3851737 0.0002646 0.8663408 0.2095358 0.1857015 0.0922867 NA 0.3332526 0.1648795
Clinical_Workload_Encounter_count_risk_factor_feature_value 0.3624378 0.3264284 0.0000000 0.0000000 0.0000000 0.0000000 0.3332526 NA 0.0000000
Nonpatient_contact_time_risk_factor_feature_value 0.2638150 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 Senior_leadership Category
Variable Df Sum Sq Mean Sq F value Pr(>F)
senior_leadership_category…1 Encounter_Duration_risk_factor_feature_value 2 4.672459e+03 2.336229e+03 2.0779783 0.1279605
Residuals …2 Encounter_Duration_risk_factor_feature_value 194 2.181103e+05 1.124280e+03 NA NA
senior_leadership_category…3 Clinical_Workload_RVU_risk_factor_feature_value 2 7.772309e+05 3.886155e+05 6.6625445 0.0015582
Residuals …4 Clinical_Workload_RVU_risk_factor_feature_value 215 1.254060e+07 5.832839e+04 NA NA
senior_leadership_category…5 Clinical_Workload_Procedure_Type_risk_factor_feature_value 2 2.500312e+04 1.250156e+04 14.6672563 0.0000011
Residuals …6 Clinical_Workload_Procedure_Type_risk_factor_feature_value 215 1.832541e+05 8.523448e+02 NA NA
senior_leadership_category…7 Clinical_Workload_Procedure_Count_risk_factor_feature_value 2 1.440923e+06 7.204615e+05 2.9176134 0.0562065
Residuals …8 Clinical_Workload_Procedure_Count_risk_factor_feature_value 215 5.309107e+07 2.469352e+05 NA NA
senior_leadership_category…9 Patient_Facing_Work_Flow_no_of_completed_appointments_risk_factor_feature_value 2 2.110842e+06 1.055421e+06 2.7262162 0.0677199
Residuals …10 Patient_Facing_Work_Flow_no_of_completed_appointments_risk_factor_feature_value 216 8.362176e+07 3.871378e+05 NA NA
senior_leadership_category…11 Patient_Facing_Work_Flow_end_of_schedule_time_risk_factor_feature_value 2 1.905681e+00 9.528407e-01 0.3119936 0.7323454
Residuals …12 Patient_Facing_Work_Flow_end_of_schedule_time_risk_factor_feature_value 198 6.046998e+02 3.054040e+00 NA NA
senior_leadership_category…13 Clinical_Workload_Encounter_count_risk_factor_feature_value 2 2.478826e+07 1.239413e+07 4.7679287 0.0094172
Residuals …14 Clinical_Workload_Encounter_count_risk_factor_feature_value 215 5.588880e+08 2.599479e+06 NA NA
senior_leadership_category…15 Nonpatient_contact_time_risk_factor_feature_value 2 2.834693e+05 1.417347e+05 2.3181617 0.1010813
Residuals …16 Nonpatient_contact_time_risk_factor_feature_value 201 1.228933e+07 6.114097e+04 NA NA

##Relationship between Senior_leadership 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: Senior_leadership and Ehr FEATURE Variables
senior_leadership 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
senior_leadership 1.0000000 0.0109169 -0.0182969 -0.0907418 0.0559959 0.0488586 0.0451433 0.0138634 0.0289656 -0.0209350 0.0706528 0.0865347 -0.0087765 -0.0219508
EHR_usage_total_documentation_time_in_EHR_system_risk_factor_feature_value 0.0109169 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 -0.0182969 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 -0.0907418 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 0.0559959 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 0.0488586 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 0.0451433 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 0.0138634 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 0.0289656 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 -0.0209350 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 0.0706528 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 0.0865347 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 -0.0087765 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 -0.0219508 -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
senior_leadership 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
senior_leadership NA 0.8709285 0.7853655 0.1759615 0.4042606 0.4668636 0.5014528 0.8365271 0.6663360 0.7553388 0.2924167 0.1969437 0.8960739 0.7438713
EHR_usage_total_documentation_time_in_EHR_system_risk_factor_feature_value 0.8709285 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 0.7853655 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 0.1759615 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 0.4042606 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 0.4668636 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 0.5014528 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 0.8365271 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 0.6663360 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 0.7553388 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 0.2924167 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 0.1969437 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 0.8960739 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 0.7438713 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 Senior_leadership Category
Variable Df Sum Sq Mean Sq F value Pr(>F)
senior_leadership_category…1 EHR_usage_total_documentation_time_in_EHR_system_risk_factor_feature_value 2 1.275387e+01 6.3769335 0.0925253 0.9116615
Residuals …2 EHR_usage_total_documentation_time_in_EHR_system_risk_factor_feature_value 221 1.523154e+04 68.9210008 NA NA
senior_leadership_category…3 EHR_usage_time_spent_on_vitals_in_EHR_system_risk_factor_feature_value 2 1.786762e+01 8.9338103 0.2453082 0.7826761
Residuals …4 EHR_usage_time_spent_on_vitals_in_EHR_system_risk_factor_feature_value 221 8.048537e+03 36.4187211 NA NA
senior_leadership_category…5 EHR_usage_time_spent_on_patient_history_risk_factor_feature_value 2 1.853673e+01 9.2683662 0.5767110 0.5625860
Residuals …6 EHR_usage_time_spent_on_patient_history_risk_factor_feature_value 221 3.551707e+03 16.0710744 NA NA
senior_leadership_category…7 EHR_usage_time_spent_on_patient_education_risk_factor_feature_value 2 3.448437e+02 172.4218733 0.1558264 0.8558017
Residuals …8 EHR_usage_time_spent_on_patient_education_risk_factor_feature_value 221 2.445364e+05 1106.4997613 NA NA
senior_leadership_category…9 EHR_usage_time_spent_on_orders_risk_factor_feature_value 2 4.469235e+00 2.2346176 1.4715010 0.2318211
Residuals …10 EHR_usage_time_spent_on_orders_risk_factor_feature_value 221 3.356100e+02 1.5185974 NA NA
senior_leadership_category…11 EHR_usage_time_spent_on_notes_risk_factor_feature_value 2 1.740652e+01 8.7032602 3.6224537 0.0283156
Residuals …12 EHR_usage_time_spent_on_notes_risk_factor_feature_value 221 5.309717e+02 2.4025870 NA NA
senior_leadership_category…13 EHR_usage_time_spent_on_messaging_risk_factor_feature_value 2 1.750400e-02 0.0087520 3.6284343 0.0281521
Residuals …14 EHR_usage_time_spent_on_messaging_risk_factor_feature_value 221 5.330650e-01 0.0024121 NA NA
senior_leadership_category…15 EHR_usage_time_spent_on_EHR_system_risk_factor_feature_value 2 3.008261e+02 150.4130411 0.4067171 0.6663299
Residuals …16 EHR_usage_time_spent_on_EHR_system_risk_factor_feature_value 221 8.173072e+04 369.8222651 NA NA
senior_leadership_category…17 EHR_usage_time_spent_on_charging_risk_factor_feature_value 2 1.360745e+01 6.8037266 0.2317813 0.7933121
Residuals …18 EHR_usage_time_spent_on_charging_risk_factor_feature_value 221 6.487250e+03 29.3540746 NA NA
senior_leadership_category…19 EHR_usage_time_spent_on_assessment_risk_factor_feature_value 2 2.479706e+01 12.3985316 1.6252584 0.1992048
Residuals …20 EHR_usage_time_spent_on_assessment_risk_factor_feature_value 221 1.685932e+03 7.6286525 NA NA
senior_leadership_category…21 EHR_usage_time_spent_on_alerts_such_as_best_practice_advisories_risk_factor_feature_value 2 5.392922e+01 26.9646106 7.0168732 0.0011103
Residuals …22 EHR_usage_time_spent_on_alerts_such_as_best_practice_advisories_risk_factor_feature_value 221 8.492642e+02 3.8428242 NA NA
senior_leadership_category…23 EHR_usage_time_spent_on_administrative_processes_risk_factor_feature_value 2 7.530327e-01 0.3765164 0.2933849 0.7460250
Residuals …24 EHR_usage_time_spent_on_administrative_processes_risk_factor_feature_value 221 2.836210e+02 1.2833529 NA NA
senior_leadership_category…25 EHR_uncategorized_time_risk_factor_feature_value 2 5.423000e-04 0.0002712 0.2840582 0.7529973
Residuals …26 EHR_uncategorized_time_risk_factor_feature_value 221 2.109711e-01 0.0009546 NA NA