Mission_values Descriptives

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

Descriptive Statistics for Mission_values
vars n mean sd median trimmed mad min max range skew kurtosis se
X1 1 269 2.054544 0.6451631 2 2.026279 0.6354 1 5 4 0.7294927 1.844358 0.0393363

Descriptive Statistics for Mission_values by Category
mission_values_category Count Mean SD
Favorable 243 1.916471 0.4846267
Neutral 22 3.157713 0.2270398
Unfavorable 4 4.375000 0.4787136
Descriptive Statistics for Mission_values by Percentile
mission_values_percentile Count Mean SD
Top 20% 39 1.089316 0.1485425
Middle 60% 165 1.958287 0.2708977
Bottom 20% 65 2.878025 0.5113684

Mission_values and Quit Probability

Correlation between Mission_values and Quit Probability
Correlation
-0.0072702 
## `geom_smooth()` using formula = 'y ~ x'

ANOVA Results for Quit Probability by Mission_values Category
Df Sum Sq Mean Sq F value Pr(>F)
mission_values_category 2 0.0000355 1.78e-05 0.5102392 0.6010449
Residuals 225 0.0078356 3.48e-05 NA NA
Tukey’s HSD Post-hoc Results for Mission_values Category
Comparison Estimate Std_Error z_value p_value
Neutral - Favorable Neutral - Favorable -0.0013545 0.0013527 -1.0013090 0.5582839
Unfavorable - Favorable Unfavorable - Favorable 0.0002708 0.0029796 0.0908964 0.9951522
Unfavorable - Neutral Unfavorable - Neutral 0.0016253 0.0032194 0.5048553 0.8611627

ANOVA Results for Quit Probability by Mission_values Percentile
Df Sum Sq Mean Sq F value Pr(>F)
mission_values_percentile 2 0.0000622 3.11e-05 0.8967796 0.4093338
Residuals 225 0.0078089 3.47e-05 NA NA
Tukey’s HSD Post-hoc Results for Mission_values Percentile
Comparison Estimate Std_Error z_value p_value
Middle 60% - Top 20% Middle 60% - Top 20% 0.0006478 0.0012012 0.5392556 0.8492671
Bottom 20% - Top 20% Bottom 20% - Top 20% -0.0005609 0.0013398 -0.4186577 0.9061420
Bottom 20% - Middle 60% Bottom 20% - Middle 60% -0.0012087 0.0009190 -1.3152511 0.3819336

##Relationship between Mission_values and Scheduling Shaps

Correlation Matrix: Mission_values and Scheduling SHAP Variables
mission_values 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
mission_values 1.0000000 0.0582743 0.2161447 0.1034495 -0.1066552 0.0960744 0.1042814 0.0645447
Unscheduled_Time_risk_factor_shap 0.0582743 1.0000000 0.1074331 0.1203767 0.0780532 0.0613317 0.0960513 -0.0179730
Scheduling_overlapping_appointments_risk_factor_shap 0.2161447 0.1074331 1.0000000 -0.1655393 -0.1191948 -0.4153116 0.2109286 0.0743987
Scheduling_Hours_worked_outside_7am7pm_risk_factor_shap 0.1034495 0.1203767 -0.1655393 1.0000000 0.1472663 0.6380386 -0.0603795 0.1498284
Scheduling_count_of_late_encounters_between_7pm12am_risk_factor_shap -0.1066552 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 0.0960744 0.0613317 -0.4153116 0.6380386 0.2968274 1.0000000 -0.1558050 0.0968575
Scheduling_back_to_back_appointments_risk_factor_shap 0.1042814 0.0960513 0.2109286 -0.0603795 0.1307884 -0.1558050 1.0000000 -0.0204519
SchedulingWeekends_risk_factor_shap 0.0645447 -0.0179730 0.0743987 0.1498284 -0.0434544 0.0968575 -0.0204519 1.0000000
P-values for the Correlations
mission_values 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
mission_values NA 0.4077198 0.0019029 0.1269477 0.1155307 0.1565078 0.1377205 0.3712542
Unscheduled_Time_risk_factor_shap 0.4077198 NA 0.1261524 0.0863451 0.2671430 0.3835198 0.1717447 0.8086599
Scheduling_overlapping_appointments_risk_factor_shap 0.0019029 0.1261524 NA 0.0179720 0.0895004 0.0000000 0.0024594 0.3155196
Scheduling_Hours_worked_outside_7am7pm_risk_factor_shap 0.1269477 0.0863451 0.0179720 NA 0.0293493 0.0000000 0.3909610 0.0370542
Scheduling_count_of_late_encounters_between_7pm12am_risk_factor_shap 0.1155307 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 0.1565078 0.3835198 0.0000000 0.0000000 0.0000079 NA 0.0260629 0.1791063
Scheduling_back_to_back_appointments_risk_factor_shap 0.1377205 0.1717447 0.0024594 0.3909610 0.0622417 0.0260629 NA 0.7828853
SchedulingWeekends_risk_factor_shap 0.3712542 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 Mission_values Category
Variable Df Sum Sq Mean Sq F value Pr(>F)
mission_values_category…1 Unscheduled_Time_risk_factor_shap 2 0.0092412 0.0046206 1.5427865 0.2163053
Residuals …2 Unscheduled_Time_risk_factor_shap 201 0.6019870 0.0029950 NA NA
mission_values_category…3 Scheduling_overlapping_appointments_risk_factor_shap 2 0.0492471 0.0246236 2.1976608 0.1137244
Residuals …4 Scheduling_overlapping_appointments_risk_factor_shap 201 2.2520938 0.0112044 NA NA
mission_values_category…5 Scheduling_Hours_worked_outside_7am7pm_risk_factor_shap 2 0.0039870 0.0019935 0.3605239 0.6977297
Residuals …6 Scheduling_Hours_worked_outside_7am7pm_risk_factor_shap 216 1.1943580 0.0055294 NA NA
mission_values_category…7 Scheduling_count_of_late_encounters_between_7pm12am_risk_factor_shap 2 0.0004188 0.0002094 3.2243845 0.0417027
Residuals …8 Scheduling_count_of_late_encounters_between_7pm12am_risk_factor_shap 216 0.0140260 0.0000649 NA NA
mission_values_category…9 Scheduling_count_of_hours_worked_between_12_am__7_am_risk_factor_shap 2 0.0182696 0.0091348 2.0671217 0.1290458
Residuals …10 Scheduling_count_of_hours_worked_between_12_am__7_am_risk_factor_shap 216 0.9545254 0.0044191 NA NA
mission_values_category…11 Scheduling_back_to_back_appointments_risk_factor_shap 2 0.0000348 0.0000174 0.0294342 0.9709989
Residuals …12 Scheduling_back_to_back_appointments_risk_factor_shap 201 0.1186875 0.0005905 NA NA
mission_values_category…13 SchedulingWeekends_risk_factor_shap 2 0.0305932 0.0152966 1.5009545 0.2255346
Residuals …14 SchedulingWeekends_risk_factor_shap 191 1.9465289 0.0101913 NA NA

##Relationship between Mission_values 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 Mission_values 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: Mission_values and Workload SHAP Variables
mission_values 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
mission_values 1.0000000 0.0288690 0.0302620 0.1012322 0.1157696 -0.0141352 0.0167372 0.0583527 0.0649994
Encounter_Duration_risk_factor_shap 0.0288690 1.0000000 -0.2262257 -0.0446032 -0.2084849 0.1380264 0.1550642 0.2730183 -0.2203552
Clinical_Workload_RVU_risk_factor_shap 0.0302620 -0.2262257 1.0000000 0.0800352 0.5795920 0.0809919 0.0589783 -0.2399206 0.3581040
Clinical_Workload_Procedure_Type_risk_factor_shap 0.1012322 -0.0446032 0.0800352 1.0000000 0.0416841 0.2444559 0.0595537 0.1101940 -0.1025363
Clinical_Workload_Procedure_Count_risk_factor_shap 0.1157696 -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 -0.0141352 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 0.0167372 0.1550642 0.0589783 0.0595537 0.0178292 -0.0176133 1.0000000 0.0402679 0.1507316
Clinical_Workload_Encounter_count_risk_factor_shap 0.0583527 0.2730183 -0.2399206 0.1101940 -0.2028889 0.3770314 0.0402679 1.0000000 -0.4980576
Nonpatient_contact_time_risk_factor_shap 0.0649994 -0.2203552 0.3581040 -0.1025363 0.2165978 -0.2855978 0.1507316 -0.4980576 1.0000000
P-values for the Correlations
mission_values 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
mission_values NA 0.6871681 0.6567923 0.1362472 0.0881518 0.8352328 0.8135665 0.3912544 0.3556689
Encounter_Duration_risk_factor_shap 0.6871681 NA 0.0013907 0.5337042 0.0032823 0.0530845 0.0295734 0.0001038 0.0018615
Clinical_Workload_RVU_risk_factor_shap 0.6567923 0.0013907 NA 0.2392750 0.0000000 0.2336874 0.4067796 0.0003624 0.0000002
Clinical_Workload_Procedure_Type_risk_factor_shap 0.1362472 0.5337042 0.2392750 NA 0.5404144 0.0002684 0.4022096 0.1054866 0.1454655
Clinical_Workload_Procedure_Count_risk_factor_shap 0.0881518 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 0.8352328 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 0.8135665 0.0295734 0.4067796 0.4022096 0.8021371 0.8040003 NA 0.5703301 0.0326892
Clinical_Workload_Encounter_count_risk_factor_shap 0.3912544 0.0001038 0.0003624 0.1054866 0.0026753 0.0000000 0.5703301 NA 0.0000000
Nonpatient_contact_time_risk_factor_shap 0.3556689 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 Mission_values Category
Variable Df Sum Sq Mean Sq F value Pr(>F)
mission_values_category…1 Encounter_Duration_risk_factor_shap 2 0.0605026 0.0302513 3.3506567 0.0371020
Residuals …2 Encounter_Duration_risk_factor_shap 194 1.7515227 0.0090285 NA NA
mission_values_category…3 Clinical_Workload_RVU_risk_factor_shap 2 0.0096574 0.0048287 0.4484940 0.6391852
Residuals …4 Clinical_Workload_RVU_risk_factor_shap 215 2.3147887 0.0107665 NA NA
mission_values_category…5 Clinical_Workload_Procedure_Type_risk_factor_shap 2 0.0169540 0.0084770 2.2030069 0.1129582
Residuals …6 Clinical_Workload_Procedure_Type_risk_factor_shap 215 0.8273029 0.0038479 NA NA
mission_values_category…7 Clinical_Workload_Procedure_Count_risk_factor_shap 2 0.0009849 0.0004924 0.1620236 0.8505249
Residuals …8 Clinical_Workload_Procedure_Count_risk_factor_shap 215 0.6534392 0.0030393 NA NA
mission_values_category…9 Patient_Facing_Work_Flow_no_of_completed_appointments_risk_factor_shap 2 0.0003431 0.0001715 0.1778575 0.8371842
Residuals …10 Patient_Facing_Work_Flow_no_of_completed_appointments_risk_factor_shap 216 0.2083165 0.0009644 NA NA
mission_values_category…11 Patient_Facing_Work_Flow_end_of_schedule_time_risk_factor_shap 2 0.0001107 0.0000553 0.0204626 0.9797474
Residuals …12 Patient_Facing_Work_Flow_end_of_schedule_time_risk_factor_shap 198 0.5354294 0.0027042 NA NA
mission_values_category…13 Clinical_Workload_Encounter_count_risk_factor_shap 2 0.0212145 0.0106073 1.2895668 0.2775114
Residuals …14 Clinical_Workload_Encounter_count_risk_factor_shap 215 1.7684690 0.0082254 NA NA
mission_values_category…15 Nonpatient_contact_time_risk_factor_shap 2 0.0011602 0.0005801 0.0323270 0.9681950
Residuals …16 Nonpatient_contact_time_risk_factor_shap 201 3.6069861 0.0179452 NA NA

##Relationship between Mission_values 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: Mission_values and Ehr SHAP Variables
mission_values 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
mission_values 1.0000000 -0.0288149 -0.0105346 -0.0347836 -0.0201680 -0.2288851 -0.0652742 0.0641799 -0.0356683 -0.0019288 0.0052638 0.0979059 -0.0432299 -0.0098806
EHR_usage_total_documentation_time_in_EHR_system_risk_factor_shap -0.0288149 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 -0.0105346 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 -0.0347836 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 -0.0201680 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 -0.2288851 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 -0.0652742 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 0.0641799 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 -0.0356683 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 -0.0019288 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 0.0052638 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 0.0979059 -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 -0.0432299 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 -0.0098806 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
mission_values 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
mission_values NA 0.6679682 0.8754101 0.6045717 0.7640329 0.0005556 0.3307986 0.3389870 0.5954076 0.9770985 0.9375562 0.1441158 0.5197780 0.8830885
EHR_usage_total_documentation_time_in_EHR_system_risk_factor_shap 0.6679682 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 0.8754101 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 0.6045717 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 0.7640329 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 0.0005556 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 0.3307986 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 0.3389870 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 0.5954076 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 0.9770985 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 0.9375562 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 0.1441158 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 0.5197780 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 0.8830885 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 Mission_values Category
Variable Df Sum Sq Mean Sq F value Pr(>F)
mission_values_category…1 EHR_usage_total_documentation_time_in_EHR_system_risk_factor_shap 2 0.1769481 0.0884741 7.4187752 0.0007614
Residuals …2 EHR_usage_total_documentation_time_in_EHR_system_risk_factor_shap 221 2.6355788 0.0119257 NA NA
mission_values_category…3 EHR_usage_time_spent_on_vitals_in_EHR_system_risk_factor_shap 2 0.0759316 0.0379658 3.1413511 0.0451607
Residuals …4 EHR_usage_time_spent_on_vitals_in_EHR_system_risk_factor_shap 221 2.6709654 0.0120858 NA NA
mission_values_category…5 EHR_usage_time_spent_on_patient_history_risk_factor_shap 2 0.0670983 0.0335492 4.0957517 0.0179230
Residuals …6 EHR_usage_time_spent_on_patient_history_risk_factor_shap 221 1.8102573 0.0081912 NA NA
mission_values_category…7 EHR_usage_time_spent_on_patient_education_risk_factor_shap 2 0.0059304 0.0029652 0.5267673 0.5912504
Residuals …8 EHR_usage_time_spent_on_patient_education_risk_factor_shap 221 1.2440280 0.0056291 NA NA
mission_values_category…9 EHR_usage_time_spent_on_orders_risk_factor_shap 2 0.1113677 0.0556839 9.0392244 0.0001685
Residuals …10 EHR_usage_time_spent_on_orders_risk_factor_shap 221 1.3614147 0.0061602 NA NA
mission_values_category…11 EHR_usage_time_spent_on_notes_risk_factor_shap 2 0.0343723 0.0171861 2.3975407 0.0933032
Residuals …12 EHR_usage_time_spent_on_notes_risk_factor_shap 221 1.5841811 0.0071682 NA NA
mission_values_category…13 EHR_usage_time_spent_on_messaging_risk_factor_shap 2 0.0007039 0.0003520 0.1557014 0.8559085
Residuals …14 EHR_usage_time_spent_on_messaging_risk_factor_shap 221 0.4995849 0.0022606 NA NA
mission_values_category…15 EHR_usage_time_spent_on_EHR_system_risk_factor_shap 2 0.3306875 0.1653437 4.7646369 0.0094214
Residuals …16 EHR_usage_time_spent_on_EHR_system_risk_factor_shap 221 7.6692023 0.0347023 NA NA
mission_values_category…17 EHR_usage_time_spent_on_charging_risk_factor_shap 2 0.0021810 0.0010905 0.0578939 0.9437644
Residuals …18 EHR_usage_time_spent_on_charging_risk_factor_shap 221 4.1627473 0.0188360 NA NA
mission_values_category…19 EHR_usage_time_spent_on_assessment_risk_factor_shap 2 0.0124443 0.0062221 2.6011541 0.0764582
Residuals …20 EHR_usage_time_spent_on_assessment_risk_factor_shap 221 0.5286469 0.0023921 NA NA
mission_values_category…21 EHR_usage_time_spent_on_alerts_such_as_best_practice_advisories_risk_factor_shap 2 0.0761817 0.0380909 3.0429232 0.0496986
Residuals …22 EHR_usage_time_spent_on_alerts_such_as_best_practice_advisories_risk_factor_shap 221 2.7664451 0.0125179 NA NA
mission_values_category…23 EHR_usage_time_spent_on_administrative_processes_risk_factor_shap 2 0.4761716 0.2380858 4.3951880 0.0134332
Residuals …24 EHR_usage_time_spent_on_administrative_processes_risk_factor_shap 221 11.9714930 0.0541697 NA NA
mission_values_category…25 EHR_uncategorized_time_risk_factor_shap 2 0.0000352 0.0000176 0.4101951 0.6640249
Residuals …26 EHR_uncategorized_time_risk_factor_shap 221 0.0094923 0.0000430 NA NA

##Relationship between Mission_values and Scheduling Features

Correlation Matrix: Mission_values and Scheduling FEATURE Variables
mission_values 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
mission_values 1.0000000 0.0782043 -0.1114914 -0.0824439 0.0277463 0.0651861 -0.0568386 -0.0165254
Unscheduled_Time_risk_factor_feature_value 0.0782043 1.0000000 -0.0573554 -0.0892838 -0.0063455 0.1238255 0.0769870 -0.1136307
Scheduling_overlapping_appointments_risk_factor_feature_value -0.1114914 -0.0573554 1.0000000 -0.3596856 0.1347903 0.3324081 0.3666426 0.0226906
Scheduling_Hours_worked_outside_7am7pm_risk_factor_feature_value -0.0824439 -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 0.0277463 -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 0.0651861 0.1238255 0.3324081 0.1566051 -0.0071389 1.0000000 0.8187556 -0.2911901
Scheduling_back_to_back_appointments_risk_factor_feature_value -0.0568386 0.0769870 0.3666426 0.0715954 0.0363418 0.8187556 1.0000000 -0.3121378
SchedulingWeekends_risk_factor_feature_value -0.0165254 -0.1136307 0.0226906 -0.0773370 0.2210164 -0.2911901 -0.3121378 1.0000000
P-values for the Correlations
mission_values 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
mission_values NA 0.2662151 0.1123804 0.2243104 0.6830270 0.3369713 0.4193884 0.8191024
Unscheduled_Time_risk_factor_feature_value 0.2662151 NA 0.4151659 0.2041098 0.9282273 0.0776459 0.2737519 0.1245786
Scheduling_overlapping_appointments_risk_factor_feature_value 0.1123804 0.4151659 NA 0.0000001 0.0545879 0.0000012 0.0000001 0.7598090
Scheduling_Hours_worked_outside_7am7pm_risk_factor_feature_value 0.2243104 0.2041098 0.0000001 NA 0.9142077 0.0204164 0.3088633 0.2837987
Scheduling_count_of_late_encounters_between_7pm12am_risk_factor_feature_value 0.6830270 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 0.3369713 0.0776459 0.0000012 0.0204164 0.9163422 NA 0.0000000 0.0000380
Scheduling_back_to_back_appointments_risk_factor_feature_value 0.4193884 0.2737519 0.0000001 0.3088633 0.6058230 0.0000000 NA 0.0000161
SchedulingWeekends_risk_factor_feature_value 0.8191024 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 Mission_values Category
Variable Df Sum Sq Mean Sq F value Pr(>F)
mission_values_category…1 Unscheduled_Time_risk_factor_feature_value 2 7.814251e+00 3.907126e+00 0.7034914 0.4960688
Residuals …2 Unscheduled_Time_risk_factor_feature_value 201 1.116335e+03 5.553907e+00 NA NA
mission_values_category…3 Scheduling_overlapping_appointments_risk_factor_feature_value 2 3.176575e+02 1.588287e+02 0.3008501 0.7405214
Residuals …4 Scheduling_overlapping_appointments_risk_factor_feature_value 201 1.061146e+05 5.279331e+02 NA NA
mission_values_category…5 Scheduling_Hours_worked_outside_7am7pm_risk_factor_feature_value 2 3.669000e-03 1.834500e-03 0.1405596 0.8689513
Residuals …6 Scheduling_Hours_worked_outside_7am7pm_risk_factor_feature_value 216 2.819099e+00 1.305140e-02 NA NA
mission_values_category…7 Scheduling_count_of_late_encounters_between_7pm12am_risk_factor_feature_value 2 5.902181e+01 2.951090e+01 0.2372086 0.7890320
Residuals …8 Scheduling_count_of_late_encounters_between_7pm12am_risk_factor_feature_value 216 2.687236e+04 1.244091e+02 NA NA
mission_values_category…9 Scheduling_count_of_hours_worked_between_12_am__7_am_risk_factor_feature_value 2 9.994865e+06 4.997433e+06 2.6488130 0.0730324
Residuals …10 Scheduling_count_of_hours_worked_between_12_am__7_am_risk_factor_feature_value 216 4.075204e+08 1.886669e+06 NA NA
mission_values_category…11 Scheduling_back_to_back_appointments_risk_factor_feature_value 2 5.408899e+04 2.704450e+04 0.5189685 0.5959294
Residuals …12 Scheduling_back_to_back_appointments_risk_factor_feature_value 201 1.047452e+07 5.211202e+04 NA NA
mission_values_category…13 SchedulingWeekends_risk_factor_feature_value 2 6.859735e+03 3.429868e+03 0.3853770 0.6807218
Residuals …14 SchedulingWeekends_risk_factor_feature_value 191 1.699906e+06 8.900032e+03 NA NA

##Relationship between Mission_values 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: Mission_values and Workload FEATURE Variables
mission_values 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
mission_values 1.0000000 0.0772847 0.0350434 0.1561762 0.0516882 -0.0549564 0.0498883 0.0494370 -0.0588114
Encounter_Duration_risk_factor_feature_value 0.0772847 1.0000000 -0.0907257 -0.0018126 -0.1102129 -0.0564773 0.2571414 -0.0702778 -0.0337045
Clinical_Workload_RVU_risk_factor_feature_value 0.0350434 -0.0907257 1.0000000 0.6336461 0.8829654 0.5771087 0.0119758 0.5452412 0.5751453
Clinical_Workload_Procedure_Type_risk_factor_feature_value 0.1561762 -0.0018126 0.6336461 1.0000000 0.5157007 0.5627637 -0.0891127 0.5484507 0.4725423
Clinical_Workload_Procedure_Count_risk_factor_feature_value 0.0516882 -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 -0.0549564 -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 0.0498883 0.2571414 0.0119758 -0.0891127 0.0939605 0.1190617 1.0000000 0.0685954 0.0983374
Clinical_Workload_Encounter_count_risk_factor_feature_value 0.0494370 -0.0702778 0.5452412 0.5484507 0.4616627 0.8678634 0.0685954 1.0000000 0.8541545
Nonpatient_contact_time_risk_factor_feature_value -0.0588114 -0.0337045 0.5751453 0.4725423 0.6085621 0.8993081 0.0983374 0.8541545 1.0000000
P-values for the Correlations
mission_values 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
mission_values NA 0.2803850 0.6068371 0.0210643 0.4476803 0.4183783 0.4818589 0.4677312 0.4034045
Encounter_Duration_risk_factor_feature_value 0.2803850 NA 0.2048307 0.9798325 0.1231299 0.4305324 0.0002646 0.3264284 0.6382202
Clinical_Workload_RVU_risk_factor_feature_value 0.6068371 0.2048307 NA 0.0000000 0.0000000 0.0000000 0.8663408 0.0000000 0.0000000
Clinical_Workload_Procedure_Type_risk_factor_feature_value 0.0210643 0.9798325 0.0000000 NA 0.0000000 0.0000000 0.2095358 0.0000000 0.0000000
Clinical_Workload_Procedure_Count_risk_factor_feature_value 0.4476803 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 0.4183783 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 0.4818589 0.0002646 0.8663408 0.2095358 0.1857015 0.0922867 NA 0.3332526 0.1648795
Clinical_Workload_Encounter_count_risk_factor_feature_value 0.4677312 0.3264284 0.0000000 0.0000000 0.0000000 0.0000000 0.3332526 NA 0.0000000
Nonpatient_contact_time_risk_factor_feature_value 0.4034045 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 Mission_values Category
Variable Df Sum Sq Mean Sq F value Pr(>F)
mission_values_category…1 Encounter_Duration_risk_factor_feature_value 2 3.604082e+02 1.802041e+02 0.1571766 0.8546618
Residuals …2 Encounter_Duration_risk_factor_feature_value 194 2.224224e+05 1.146507e+03 NA NA
mission_values_category…3 Clinical_Workload_RVU_risk_factor_feature_value 2 1.344674e+05 6.723372e+04 1.0964764 0.3359066
Residuals …4 Clinical_Workload_RVU_risk_factor_feature_value 215 1.318337e+07 6.131798e+04 NA NA
mission_values_category…5 Clinical_Workload_Procedure_Type_risk_factor_feature_value 2 8.213061e+03 4.106531e+03 4.4135455 0.0132289
Residuals …6 Clinical_Workload_Procedure_Type_risk_factor_feature_value 215 2.000442e+05 9.304380e+02 NA NA
mission_values_category…7 Clinical_Workload_Procedure_Count_risk_factor_feature_value 2 6.238818e+05 3.119409e+05 1.2441040 0.2902653
Residuals …8 Clinical_Workload_Procedure_Count_risk_factor_feature_value 215 5.390811e+07 2.507354e+05 NA NA
mission_values_category…9 Patient_Facing_Work_Flow_no_of_completed_appointments_risk_factor_feature_value 2 3.073963e+05 1.536982e+05 0.3886301 0.6784581
Residuals …10 Patient_Facing_Work_Flow_no_of_completed_appointments_risk_factor_feature_value 216 8.542520e+07 3.954870e+05 NA NA
mission_values_category…11 Patient_Facing_Work_Flow_end_of_schedule_time_risk_factor_feature_value 2 3.385451e+00 1.692725e+00 0.5556175 0.5746098
Residuals …12 Patient_Facing_Work_Flow_end_of_schedule_time_risk_factor_feature_value 198 6.032201e+02 3.046566e+00 NA NA
mission_values_category…13 Clinical_Workload_Encounter_count_risk_factor_feature_value 2 1.159482e+07 5.797410e+06 2.1787861 0.1156716
Residuals …14 Clinical_Workload_Encounter_count_risk_factor_feature_value 215 5.720814e+08 2.660844e+06 NA NA
mission_values_category…15 Nonpatient_contact_time_risk_factor_feature_value 2 4.820063e+04 2.410032e+04 0.3867718 0.6797505
Residuals …16 Nonpatient_contact_time_risk_factor_feature_value 201 1.252460e+07 6.231146e+04 NA NA

##Relationship between Mission_values 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: Mission_values and Ehr FEATURE Variables
mission_values 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
mission_values 1.0000000 0.0263478 -0.0625082 -0.0387324 0.1208863 -0.0011845 -0.0244867 0.0240523 0.0381750 -0.0563828 0.0210052 0.0085971 -0.0185852 -0.0137940
EHR_usage_total_documentation_time_in_EHR_system_risk_factor_feature_value 0.0263478 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 -0.0625082 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 -0.0387324 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 0.1208863 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 -0.0011845 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 -0.0244867 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 0.0240523 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 0.0381750 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 -0.0563828 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 0.0210052 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 0.0085971 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 -0.0185852 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 -0.0137940 -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
mission_values 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
mission_values NA 0.6949108 0.3517431 0.5641643 0.0709548 0.9859349 0.7154934 0.7203287 0.5697892 0.4010160 0.7545443 0.8981867 0.7820673 0.8373341
EHR_usage_total_documentation_time_in_EHR_system_risk_factor_feature_value 0.6949108 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 0.3517431 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 0.5641643 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 0.0709548 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 0.9859349 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 0.7154934 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 0.7203287 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 0.5697892 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 0.4010160 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 0.7545443 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 0.8981867 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 0.7820673 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 0.8373341 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 Mission_values Category
Variable Df Sum Sq Mean Sq F value Pr(>F)
mission_values_category…1 EHR_usage_total_documentation_time_in_EHR_system_risk_factor_feature_value 2 6.608377e+02 330.4188395 5.0072189 0.0074683
Residuals …2 EHR_usage_total_documentation_time_in_EHR_system_risk_factor_feature_value 221 1.458346e+04 65.9884948 NA NA
mission_values_category…3 EHR_usage_time_spent_on_vitals_in_EHR_system_risk_factor_feature_value 2 4.953767e+01 24.7688359 0.6827995 0.5062632
Residuals …4 EHR_usage_time_spent_on_vitals_in_EHR_system_risk_factor_feature_value 221 8.016867e+03 36.2754177 NA NA
mission_values_category…5 EHR_usage_time_spent_on_patient_history_risk_factor_feature_value 2 4.024155e+01 20.1207732 1.2596849 0.2857726
Residuals …6 EHR_usage_time_spent_on_patient_history_risk_factor_feature_value 221 3.530003e+03 15.9728626 NA NA
mission_values_category…7 EHR_usage_time_spent_on_patient_education_risk_factor_feature_value 2 1.059738e+04 5298.6898219 4.9982538 0.0075327
Residuals …8 EHR_usage_time_spent_on_patient_education_risk_factor_feature_value 221 2.342839e+05 1060.1081961 NA NA
mission_values_category…9 EHR_usage_time_spent_on_orders_risk_factor_feature_value 2 1.423686e+00 0.7118428 0.4645347 0.6290397
Residuals …10 EHR_usage_time_spent_on_orders_risk_factor_feature_value 221 3.386556e+02 1.5323782 NA NA
mission_values_category…11 EHR_usage_time_spent_on_notes_risk_factor_feature_value 2 2.072262e+00 1.0361312 0.4191516 0.6581262
Residuals …12 EHR_usage_time_spent_on_notes_risk_factor_feature_value 221 5.463060e+02 2.4719728 NA NA
mission_values_category…13 EHR_usage_time_spent_on_messaging_risk_factor_feature_value 2 2.476700e-03 0.0012383 0.4993148 0.6076294
Residuals …14 EHR_usage_time_spent_on_messaging_risk_factor_feature_value 221 5.480923e-01 0.0024801 NA NA
mission_values_category…15 EHR_usage_time_spent_on_EHR_system_risk_factor_feature_value 2 3.830754e+03 1915.3770881 5.4129673 0.0050692
Residuals …16 EHR_usage_time_spent_on_EHR_system_risk_factor_feature_value 221 7.820079e+04 353.8497398 NA NA
mission_values_category…17 EHR_usage_time_spent_on_charging_risk_factor_feature_value 2 1.788484e+01 8.9424187 0.3048408 0.7375503
Residuals …18 EHR_usage_time_spent_on_charging_risk_factor_feature_value 221 6.482973e+03 29.3347199 NA NA
mission_values_category…19 EHR_usage_time_spent_on_assessment_risk_factor_feature_value 2 1.381908e+00 0.6909543 0.0893329 0.9145741
Residuals …20 EHR_usage_time_spent_on_assessment_risk_factor_feature_value 221 1.709347e+03 7.7346034 NA NA
mission_values_category…21 EHR_usage_time_spent_on_alerts_such_as_best_practice_advisories_risk_factor_feature_value 2 1.340114e+01 6.7005690 1.6642377 0.1916989
Residuals …22 EHR_usage_time_spent_on_alerts_such_as_best_practice_advisories_risk_factor_feature_value 221 8.897922e+02 4.0262092 NA NA
mission_values_category…23 EHR_usage_time_spent_on_administrative_processes_risk_factor_feature_value 2 1.249286e+00 0.6246429 0.4875804 0.6147695
Residuals …24 EHR_usage_time_spent_on_administrative_processes_risk_factor_feature_value 221 2.831247e+02 1.2811074 NA NA
mission_values_category…25 EHR_uncategorized_time_risk_factor_feature_value 2 2.829000e-04 0.0001415 0.1480141 0.8625044
Residuals …26 EHR_uncategorized_time_risk_factor_feature_value 221 2.112305e-01 0.0009558 NA NA