Growth_development Descriptives

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

Descriptive Statistics for Growth_development
vars n mean sd median trimmed mad min max range skew kurtosis se
X1 1 269 2.095814 0.5774659 2 2.068754 0.37065 1 5 4 0.9314851 2.917154 0.0352087

Descriptive Statistics for Growth_development by Category
growth_development_category Count Mean SD
Favorable 247 1.983649 0.4302310
Neutral 18 3.142361 0.2008776
Unfavorable 4 4.312500 0.4732424
Descriptive Statistics for Growth_development by Percentile
growth_development_percentile Count Mean SD
Top 20% 54 1.359821 0.2377222
Middle 60% 159 2.057136 0.1935086
Bottom 20% 56 2.915338 0.4928216

Growth_development and Quit Probability

Correlation between Growth_development and Quit Probability
Correlation
0.0075222 
## `geom_smooth()` using formula = 'y ~ x'

ANOVA Results for Quit Probability by Growth_development Category
Df Sum Sq Mean Sq F value Pr(>F)
growth_development_category 2 0.0000344 1.72e-05 0.4942017 0.6107184
Residuals 225 0.0078367 3.48e-05 NA NA
Tukey’s HSD Post-hoc Results for Growth_development Category
Comparison Estimate Std_Error z_value p_value
Neutral - Favorable Neutral - Favorable -0.0013685 0.0014890 -0.9190844 0.6123965
Unfavorable - Favorable Unfavorable - Favorable 0.0010246 0.0029792 0.3439269 0.9330869
Unfavorable - Neutral Unfavorable - Neutral 0.0023931 0.0032797 0.7296862 0.7332985

ANOVA Results for Quit Probability by Growth_development Percentile
Df Sum Sq Mean Sq F value Pr(>F)
growth_development_percentile 2 0.0001504 7.52e-05 2.190763 0.1142112
Residuals 225 0.0077208 3.43e-05 NA NA
Tukey’s HSD Post-hoc Results for Growth_development Percentile
Comparison Estimate Std_Error z_value p_value
Middle 60% - Top 20% Middle 60% - Top 20% 0.0019860 0.0010341 1.920588 0.1330433
Bottom 20% - Top 20% Bottom 20% - Top 20% 0.0007370 0.0012261 0.601091 0.8175638
Bottom 20% - Middle 60% Bottom 20% - Middle 60% -0.0012491 0.0009688 -1.289257 0.3987912

##Relationship between Growth_development and Scheduling Shaps

Correlation Matrix: Growth_development and Scheduling SHAP Variables
growth_development 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
growth_development 1.0000000 0.0950241 0.2728465 -0.0578080 -0.1218001 -0.0283715 0.0442708 0.0815664
Unscheduled_Time_risk_factor_shap 0.0950241 1.0000000 0.1074331 0.1203767 0.0780532 0.0613317 0.0960513 -0.0179730
Scheduling_overlapping_appointments_risk_factor_shap 0.2728465 0.1074331 1.0000000 -0.1655393 -0.1191948 -0.4153116 0.2109286 0.0743987
Scheduling_Hours_worked_outside_7am7pm_risk_factor_shap -0.0578080 0.1203767 -0.1655393 1.0000000 0.1472663 0.6380386 -0.0603795 0.1498284
Scheduling_count_of_late_encounters_between_7pm12am_risk_factor_shap -0.1218001 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 -0.0283715 0.0613317 -0.4153116 0.6380386 0.2968274 1.0000000 -0.1558050 0.0968575
Scheduling_back_to_back_appointments_risk_factor_shap 0.0442708 0.0960513 0.2109286 -0.0603795 0.1307884 -0.1558050 1.0000000 -0.0204519
SchedulingWeekends_risk_factor_shap 0.0815664 -0.0179730 0.0743987 0.1498284 -0.0434544 0.0968575 -0.0204519 1.0000000
P-values for the Correlations
growth_development 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
growth_development NA 0.1763953 0.0000787 0.3946042 0.0720399 0.6762825 0.5295219 0.2582105
Unscheduled_Time_risk_factor_shap 0.1763953 NA 0.1261524 0.0863451 0.2671430 0.3835198 0.1717447 0.8086599
Scheduling_overlapping_appointments_risk_factor_shap 0.0000787 0.1261524 NA 0.0179720 0.0895004 0.0000000 0.0024594 0.3155196
Scheduling_Hours_worked_outside_7am7pm_risk_factor_shap 0.3946042 0.0863451 0.0179720 NA 0.0293493 0.0000000 0.3909610 0.0370542
Scheduling_count_of_late_encounters_between_7pm12am_risk_factor_shap 0.0720399 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 0.6762825 0.3835198 0.0000000 0.0000000 0.0000079 NA 0.0260629 0.1791063
Scheduling_back_to_back_appointments_risk_factor_shap 0.5295219 0.1717447 0.0024594 0.3909610 0.0622417 0.0260629 NA 0.7828853
SchedulingWeekends_risk_factor_shap 0.2582105 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 Growth_development Category
Variable Df Sum Sq Mean Sq F value Pr(>F)
growth_development_category…1 Unscheduled_Time_risk_factor_shap 2 0.0203755 0.0101878 3.4657398 0.0331298
Residuals …2 Unscheduled_Time_risk_factor_shap 201 0.5908527 0.0029396 NA NA
growth_development_category…3 Scheduling_overlapping_appointments_risk_factor_shap 2 0.0914455 0.0457228 4.1586919 0.0169931
Residuals …4 Scheduling_overlapping_appointments_risk_factor_shap 201 2.2098954 0.0109945 NA NA
growth_development_category…5 Scheduling_Hours_worked_outside_7am7pm_risk_factor_shap 2 0.0267453 0.0133726 2.4654232 0.0873612
Residuals …6 Scheduling_Hours_worked_outside_7am7pm_risk_factor_shap 216 1.1715997 0.0054241 NA NA
growth_development_category…7 Scheduling_count_of_late_encounters_between_7pm12am_risk_factor_shap 2 0.0007654 0.0003827 6.0429234 0.0027950
Residuals …8 Scheduling_count_of_late_encounters_between_7pm12am_risk_factor_shap 216 0.0136794 0.0000633 NA NA
growth_development_category…9 Scheduling_count_of_hours_worked_between_12_am__7_am_risk_factor_shap 2 0.0014070 0.0007035 0.1564269 0.8552908
Residuals …10 Scheduling_count_of_hours_worked_between_12_am__7_am_risk_factor_shap 216 0.9713881 0.0044972 NA NA
growth_development_category…11 Scheduling_back_to_back_appointments_risk_factor_shap 2 0.0000381 0.0000190 0.0322505 0.9682690
Residuals …12 Scheduling_back_to_back_appointments_risk_factor_shap 201 0.1186842 0.0005905 NA NA
growth_development_category…13 SchedulingWeekends_risk_factor_shap 2 0.0625496 0.0312748 3.1200084 0.0464153
Residuals …14 SchedulingWeekends_risk_factor_shap 191 1.9145725 0.0100239 NA NA

##Relationship between Growth_development 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 Growth_development 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: Growth_development and Workload SHAP Variables
growth_development 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
growth_development 1.0000000 -0.0071777 0.0982345 0.1082163 0.1736760 -0.0968729 -0.0756275 -0.0214641 0.1525343
Encounter_Duration_risk_factor_shap -0.0071777 1.0000000 -0.2262257 -0.0446032 -0.2084849 0.1380264 0.1550642 0.2730183 -0.2203552
Clinical_Workload_RVU_risk_factor_shap 0.0982345 -0.2262257 1.0000000 0.0800352 0.5795920 0.0809919 0.0589783 -0.2399206 0.3581040
Clinical_Workload_Procedure_Type_risk_factor_shap 0.1082163 -0.0446032 0.0800352 1.0000000 0.0416841 0.2444559 0.0595537 0.1101940 -0.1025363
Clinical_Workload_Procedure_Count_risk_factor_shap 0.1736760 -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 -0.0968729 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 -0.0756275 0.1550642 0.0589783 0.0595537 0.0178292 -0.0176133 1.0000000 0.0402679 0.1507316
Clinical_Workload_Encounter_count_risk_factor_shap -0.0214641 0.2730183 -0.2399206 0.1101940 -0.2028889 0.3770314 0.0402679 1.0000000 -0.4980576
Nonpatient_contact_time_risk_factor_shap 0.1525343 -0.2203552 0.3581040 -0.1025363 0.2165978 -0.2855978 0.1507316 -0.4980576 1.0000000
P-values for the Correlations
growth_development 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
growth_development NA 0.9202617 0.1482965 0.1110948 0.0101961 0.1530772 0.2859507 0.7526647 0.0294061
Encounter_Duration_risk_factor_shap 0.9202617 NA 0.0013907 0.5337042 0.0032823 0.0530845 0.0295734 0.0001038 0.0018615
Clinical_Workload_RVU_risk_factor_shap 0.1482965 0.0013907 NA 0.2392750 0.0000000 0.2336874 0.4067796 0.0003624 0.0000002
Clinical_Workload_Procedure_Type_risk_factor_shap 0.1110948 0.5337042 0.2392750 NA 0.5404144 0.0002684 0.4022096 0.1054866 0.1454655
Clinical_Workload_Procedure_Count_risk_factor_shap 0.0101961 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 0.1530772 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 0.2859507 0.0295734 0.4067796 0.4022096 0.8021371 0.8040003 NA 0.5703301 0.0326892
Clinical_Workload_Encounter_count_risk_factor_shap 0.7526647 0.0001038 0.0003624 0.1054866 0.0026753 0.0000000 0.5703301 NA 0.0000000
Nonpatient_contact_time_risk_factor_shap 0.0294061 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 Growth_development Category
Variable Df Sum Sq Mean Sq F value Pr(>F)
growth_development_category…1 Encounter_Duration_risk_factor_shap 2 0.0338526 0.0169263 1.8466746 0.1605233
Residuals …2 Encounter_Duration_risk_factor_shap 194 1.7781726 0.0091658 NA NA
growth_development_category…3 Clinical_Workload_RVU_risk_factor_shap 2 0.0147982 0.0073991 0.6887669 0.5032996
Residuals …4 Clinical_Workload_RVU_risk_factor_shap 215 2.3096479 0.0107425 NA NA
growth_development_category…5 Clinical_Workload_Procedure_Type_risk_factor_shap 2 0.0189064 0.0094532 2.4625090 0.0876216
Residuals …6 Clinical_Workload_Procedure_Type_risk_factor_shap 215 0.8253505 0.0038388 NA NA
growth_development_category…7 Clinical_Workload_Procedure_Count_risk_factor_shap 2 0.0152397 0.0076199 2.5630681 0.0794212
Residuals …8 Clinical_Workload_Procedure_Count_risk_factor_shap 215 0.6391843 0.0029730 NA NA
growth_development_category…9 Patient_Facing_Work_Flow_no_of_completed_appointments_risk_factor_shap 2 0.0010743 0.0005372 0.5589243 0.5726486
Residuals …10 Patient_Facing_Work_Flow_no_of_completed_appointments_risk_factor_shap 216 0.2075852 0.0009610 NA NA
growth_development_category…11 Patient_Facing_Work_Flow_end_of_schedule_time_risk_factor_shap 2 0.0029761 0.0014880 0.5532343 0.5759732
Residuals …12 Patient_Facing_Work_Flow_end_of_schedule_time_risk_factor_shap 198 0.5325640 0.0026897 NA NA
growth_development_category…13 Clinical_Workload_Encounter_count_risk_factor_shap 2 0.0318662 0.0159331 1.9487884 0.1449546
Residuals …14 Clinical_Workload_Encounter_count_risk_factor_shap 215 1.7578174 0.0081759 NA NA
growth_development_category…15 Nonpatient_contact_time_risk_factor_shap 2 0.0535650 0.0267825 1.5144644 0.2224247
Residuals …16 Nonpatient_contact_time_risk_factor_shap 201 3.5545813 0.0176845 NA NA

##Relationship between Growth_development 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: Growth_development and Ehr SHAP Variables
growth_development 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
growth_development 1.0000000 -0.0144460 -0.0115978 -0.0271843 0.0590404 -0.0874809 0.0107934 0.0807929 -0.0516098 -0.1328197 0.0759148 0.0838175 0.0186202 0.0619228
EHR_usage_total_documentation_time_in_EHR_system_risk_factor_shap -0.0144460 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 -0.0115978 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 -0.0271843 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 0.0590404 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 -0.0874809 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 0.0107934 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 0.0807929 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 -0.0516098 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 -0.1328197 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 0.0759148 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 0.0838175 -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 0.0186202 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 0.0619228 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
growth_development 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
growth_development NA 0.8297599 0.8629541 0.6857305 0.3791522 0.1920728 0.8723758 0.2284345 0.4421211 0.0470836 0.2578591 0.2114287 0.7816674 0.3562801
EHR_usage_total_documentation_time_in_EHR_system_risk_factor_shap 0.8297599 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 0.8629541 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 0.6857305 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 0.3791522 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 0.1920728 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 0.8723758 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 0.2284345 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 0.4421211 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 0.0470836 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 0.2578591 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 0.2114287 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 0.7816674 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 0.3562801 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 Growth_development Category
Variable Df Sum Sq Mean Sq F value Pr(>F)
growth_development_category…1 EHR_usage_total_documentation_time_in_EHR_system_risk_factor_shap 2 0.0487293 0.0243647 1.9482576 0.1449623
Residuals …2 EHR_usage_total_documentation_time_in_EHR_system_risk_factor_shap 221 2.7637976 0.0125059 NA NA
growth_development_category…3 EHR_usage_time_spent_on_vitals_in_EHR_system_risk_factor_shap 2 0.0496718 0.0248359 2.0349538 0.1331282
Residuals …4 EHR_usage_time_spent_on_vitals_in_EHR_system_risk_factor_shap 221 2.6972253 0.0122046 NA NA
growth_development_category…5 EHR_usage_time_spent_on_patient_history_risk_factor_shap 2 0.0161695 0.0080847 0.9599929 0.3844864
Residuals …6 EHR_usage_time_spent_on_patient_history_risk_factor_shap 221 1.8611861 0.0084217 NA NA
growth_development_category…7 EHR_usage_time_spent_on_patient_education_risk_factor_shap 2 0.0166770 0.0083385 1.4942336 0.2266789
Residuals …8 EHR_usage_time_spent_on_patient_education_risk_factor_shap 221 1.2332814 0.0055805 NA NA
growth_development_category…9 EHR_usage_time_spent_on_orders_risk_factor_shap 2 0.1386872 0.0693436 11.4871411 0.0000179
Residuals …10 EHR_usage_time_spent_on_orders_risk_factor_shap 221 1.3340952 0.0060366 NA NA
growth_development_category…11 EHR_usage_time_spent_on_notes_risk_factor_shap 2 0.0010902 0.0005451 0.0744787 0.9282505
Residuals …12 EHR_usage_time_spent_on_notes_risk_factor_shap 221 1.6174632 0.0073188 NA NA
growth_development_category…13 EHR_usage_time_spent_on_messaging_risk_factor_shap 2 0.0034754 0.0017377 0.7729964 0.4628718
Residuals …14 EHR_usage_time_spent_on_messaging_risk_factor_shap 221 0.4968134 0.0022480 NA NA
growth_development_category…15 EHR_usage_time_spent_on_EHR_system_risk_factor_shap 2 0.2771001 0.1385500 3.9648312 0.0203361
Residuals …16 EHR_usage_time_spent_on_EHR_system_risk_factor_shap 221 7.7227897 0.0349447 NA NA
growth_development_category…17 EHR_usage_time_spent_on_charging_risk_factor_shap 2 0.1702865 0.0851432 4.7104734 0.0099236
Residuals …18 EHR_usage_time_spent_on_charging_risk_factor_shap 221 3.9946418 0.0180753 NA NA
growth_development_category…19 EHR_usage_time_spent_on_assessment_risk_factor_shap 2 0.0148931 0.0074465 3.1275033 0.0457730
Residuals …20 EHR_usage_time_spent_on_assessment_risk_factor_shap 221 0.5261981 0.0023810 NA NA
growth_development_category…21 EHR_usage_time_spent_on_alerts_such_as_best_practice_advisories_risk_factor_shap 2 0.1067407 0.0533703 4.3111613 0.0145642
Residuals …22 EHR_usage_time_spent_on_alerts_such_as_best_practice_advisories_risk_factor_shap 221 2.7358862 0.0123796 NA NA
growth_development_category…23 EHR_usage_time_spent_on_administrative_processes_risk_factor_shap 2 0.2838283 0.1419141 2.5783825 0.0781785
Residuals …24 EHR_usage_time_spent_on_administrative_processes_risk_factor_shap 221 12.1638363 0.0550400 NA NA
growth_development_category…25 EHR_uncategorized_time_risk_factor_shap 2 0.0002789 0.0001395 3.3325839 0.0375036
Residuals …26 EHR_uncategorized_time_risk_factor_shap 221 0.0092486 0.0000418 NA NA

##Relationship between Growth_development and Scheduling Features

Correlation Matrix: Growth_development and Scheduling FEATURE Variables
growth_development 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
growth_development 1.0000000 0.0749639 -0.2406170 -0.0281695 -0.0660354 -0.0359588 -0.1416277 -0.0252994
Unscheduled_Time_risk_factor_feature_value 0.0749639 1.0000000 -0.0573554 -0.0892838 -0.0063455 0.1238255 0.0769870 -0.1136307
Scheduling_overlapping_appointments_risk_factor_feature_value -0.2406170 -0.0573554 1.0000000 -0.3596856 0.1347903 0.3324081 0.3666426 0.0226906
Scheduling_Hours_worked_outside_7am7pm_risk_factor_feature_value -0.0281695 -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 -0.0660354 -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 -0.0359588 0.1238255 0.3324081 0.1566051 -0.0071389 1.0000000 0.8187556 -0.2911901
Scheduling_back_to_back_appointments_risk_factor_feature_value -0.1416277 0.0769870 0.3666426 0.0715954 0.0363418 0.8187556 1.0000000 -0.3121378
SchedulingWeekends_risk_factor_feature_value -0.0252994 -0.1136307 0.0226906 -0.0773370 0.2210164 -0.2911901 -0.3121378 1.0000000
P-values for the Correlations
growth_development 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
growth_development NA 0.2865957 0.0005270 0.6784584 0.3307002 0.5966197 0.0433197 0.7262198
Unscheduled_Time_risk_factor_feature_value 0.2865957 NA 0.4151659 0.2041098 0.9282273 0.0776459 0.2737519 0.1245786
Scheduling_overlapping_appointments_risk_factor_feature_value 0.0005270 0.4151659 NA 0.0000001 0.0545879 0.0000012 0.0000001 0.7598090
Scheduling_Hours_worked_outside_7am7pm_risk_factor_feature_value 0.6784584 0.2041098 0.0000001 NA 0.9142077 0.0204164 0.3088633 0.2837987
Scheduling_count_of_late_encounters_between_7pm12am_risk_factor_feature_value 0.3307002 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 0.5966197 0.0776459 0.0000012 0.0204164 0.9163422 NA 0.0000000 0.0000380
Scheduling_back_to_back_appointments_risk_factor_feature_value 0.0433197 0.2737519 0.0000001 0.3088633 0.6058230 0.0000000 NA 0.0000161
SchedulingWeekends_risk_factor_feature_value 0.7262198 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 Growth_development Category
Variable Df Sum Sq Mean Sq F value Pr(>F)
growth_development_category…1 Unscheduled_Time_risk_factor_feature_value 2 2.665542e+00 1.332771e+00 0.2388683 0.7877418
Residuals …2 Unscheduled_Time_risk_factor_feature_value 201 1.121484e+03 5.579522e+00 NA NA
growth_development_category…3 Scheduling_overlapping_appointments_risk_factor_feature_value 2 1.898568e+03 9.492839e+02 1.8253076 0.1638294
Residuals …4 Scheduling_overlapping_appointments_risk_factor_feature_value 201 1.045336e+05 5.200679e+02 NA NA
growth_development_category…5 Scheduling_Hours_worked_outside_7am7pm_risk_factor_feature_value 2 3.323300e-03 1.661700e-03 0.1273011 0.8805345
Residuals …6 Scheduling_Hours_worked_outside_7am7pm_risk_factor_feature_value 216 2.819444e+00 1.305300e-02 NA NA
growth_development_category…7 Scheduling_count_of_late_encounters_between_7pm12am_risk_factor_feature_value 2 6.480371e+01 3.240185e+01 0.2605021 0.7709063
Residuals …8 Scheduling_count_of_late_encounters_between_7pm12am_risk_factor_feature_value 216 2.686658e+04 1.243823e+02 NA NA
growth_development_category…9 Scheduling_count_of_hours_worked_between_12_am__7_am_risk_factor_feature_value 2 2.809457e+06 1.404729e+06 0.7316545 0.4823008
Residuals …10 Scheduling_count_of_hours_worked_between_12_am__7_am_risk_factor_feature_value 216 4.147058e+08 1.919934e+06 NA NA
growth_development_category…11 Scheduling_back_to_back_appointments_risk_factor_feature_value 2 1.433798e+05 7.168990e+04 1.3875162 0.2520758
Residuals …12 Scheduling_back_to_back_appointments_risk_factor_feature_value 201 1.038523e+07 5.166779e+04 NA NA
growth_development_category…13 SchedulingWeekends_risk_factor_feature_value 2 1.197617e+04 5.988085e+03 0.6748473 0.5104441
Residuals …14 SchedulingWeekends_risk_factor_feature_value 191 1.694790e+06 8.873244e+03 NA NA

##Relationship between Growth_development 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: Growth_development and Workload FEATURE Variables
growth_development 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
growth_development 1.0000000 -0.0078425 -0.0372521 0.1560081 -0.0278249 -0.1657196 0.0095476 -0.0519046 -0.1762681
Encounter_Duration_risk_factor_feature_value -0.0078425 1.0000000 -0.0907257 -0.0018126 -0.1102129 -0.0564773 0.2571414 -0.0702778 -0.0337045
Clinical_Workload_RVU_risk_factor_feature_value -0.0372521 -0.0907257 1.0000000 0.6336461 0.8829654 0.5771087 0.0119758 0.5452412 0.5751453
Clinical_Workload_Procedure_Type_risk_factor_feature_value 0.1560081 -0.0018126 0.6336461 1.0000000 0.5157007 0.5627637 -0.0891127 0.5484507 0.4725423
Clinical_Workload_Procedure_Count_risk_factor_feature_value -0.0278249 -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 -0.1657196 -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 0.0095476 0.2571414 0.0119758 -0.0891127 0.0939605 0.1190617 1.0000000 0.0685954 0.0983374
Clinical_Workload_Encounter_count_risk_factor_feature_value -0.0519046 -0.0702778 0.5452412 0.5484507 0.4616627 0.8678634 0.0685954 1.0000000 0.8541545
Nonpatient_contact_time_risk_factor_feature_value -0.1762681 -0.0337045 0.5751453 0.4725423 0.6085621 0.8993081 0.0983374 0.8541545 1.0000000
P-values for the Correlations
growth_development 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
growth_development NA 0.9129045 0.5843449 0.0212048 0.6828724 0.0140730 0.8929916 0.4457791 0.0116716
Encounter_Duration_risk_factor_feature_value 0.9129045 NA 0.2048307 0.9798325 0.1231299 0.4305324 0.0002646 0.3264284 0.6382202
Clinical_Workload_RVU_risk_factor_feature_value 0.5843449 0.2048307 NA 0.0000000 0.0000000 0.0000000 0.8663408 0.0000000 0.0000000
Clinical_Workload_Procedure_Type_risk_factor_feature_value 0.0212048 0.9798325 0.0000000 NA 0.0000000 0.0000000 0.2095358 0.0000000 0.0000000
Clinical_Workload_Procedure_Count_risk_factor_feature_value 0.6828724 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 0.0140730 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 0.8929916 0.0002646 0.8663408 0.2095358 0.1857015 0.0922867 NA 0.3332526 0.1648795
Clinical_Workload_Encounter_count_risk_factor_feature_value 0.4457791 0.3264284 0.0000000 0.0000000 0.0000000 0.0000000 0.3332526 NA 0.0000000
Nonpatient_contact_time_risk_factor_feature_value 0.0116716 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 Growth_development Category
Variable Df Sum Sq Mean Sq F value Pr(>F)
growth_development_category…1 Encounter_Duration_risk_factor_feature_value 2 2.479250e+02 1.239625e+02 0.1080672 0.8976213
Residuals …2 Encounter_Duration_risk_factor_feature_value 194 2.225348e+05 1.147087e+03 NA NA
growth_development_category…3 Clinical_Workload_RVU_risk_factor_feature_value 2 3.266949e+04 1.633475e+04 0.2643528 0.7679518
Residuals …4 Clinical_Workload_RVU_risk_factor_feature_value 215 1.328516e+07 6.179146e+04 NA NA
growth_development_category…5 Clinical_Workload_Procedure_Type_risk_factor_feature_value 2 4.100744e+03 2.050372e+03 2.1592748 0.1179051
Residuals …6 Clinical_Workload_Procedure_Type_risk_factor_feature_value 215 2.041565e+05 9.495651e+02 NA NA
growth_development_category…7 Clinical_Workload_Procedure_Count_risk_factor_feature_value 2 5.098030e+05 2.549015e+05 1.0144687 0.3643239
Residuals …8 Clinical_Workload_Procedure_Count_risk_factor_feature_value 215 5.402219e+07 2.512660e+05 NA NA
growth_development_category…9 Patient_Facing_Work_Flow_no_of_completed_appointments_risk_factor_feature_value 2 7.322762e+05 3.661381e+05 0.9304181 0.3959635
Residuals …10 Patient_Facing_Work_Flow_no_of_completed_appointments_risk_factor_feature_value 216 8.500032e+07 3.935200e+05 NA NA
growth_development_category…11 Patient_Facing_Work_Flow_end_of_schedule_time_risk_factor_feature_value 2 6.039607e+00 3.019804e+00 0.9955962 0.3713451
Residuals …12 Patient_Facing_Work_Flow_end_of_schedule_time_risk_factor_feature_value 198 6.005659e+02 3.033161e+00 NA NA
growth_development_category…13 Clinical_Workload_Encounter_count_risk_factor_feature_value 2 5.274478e+06 2.637239e+06 0.9802985 0.3768697
Residuals …14 Clinical_Workload_Encounter_count_risk_factor_feature_value 215 5.784018e+08 2.690241e+06 NA NA
growth_development_category…15 Nonpatient_contact_time_risk_factor_feature_value 2 2.056152e+05 1.028076e+05 1.6708997 0.1906794
Residuals …16 Nonpatient_contact_time_risk_factor_feature_value 201 1.236719e+07 6.152830e+04 NA NA

##Relationship between Growth_development 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: Growth_development and Ehr FEATURE Variables
growth_development 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
growth_development 1.0000000 -0.0898486 -0.0349818 -0.0703114 0.0992958 0.0154608 -0.0049670 0.0242699 -0.0370938 -0.0731266 0.0983658 -0.0519821 -0.1097078 -0.0658807
EHR_usage_total_documentation_time_in_EHR_system_risk_factor_feature_value -0.0898486 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 -0.0349818 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 -0.0703114 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 0.0992958 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 0.0154608 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 -0.0049670 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 0.0242699 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 -0.0370938 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 -0.0731266 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 0.0983658 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 -0.0519821 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 -0.1097078 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 -0.0658807 -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
growth_development 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
growth_development NA 0.1802715 0.6025136 0.2947612 0.1384805 0.8180021 0.9410708 0.7179058 0.5807745 0.2758033 0.1422321 0.4388313 0.1014807 0.3263157
EHR_usage_total_documentation_time_in_EHR_system_risk_factor_feature_value 0.1802715 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 0.6025136 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 0.2947612 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 0.1384805 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 0.8180021 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 0.9410708 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 0.7179058 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 0.5807745 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 0.2758033 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 0.1422321 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 0.4388313 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 0.1014807 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 0.3263157 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 Growth_development Category
Variable Df Sum Sq Mean Sq F value Pr(>F)
growth_development_category…1 EHR_usage_total_documentation_time_in_EHR_system_risk_factor_feature_value 2 1.018331e+02 50.9165520 0.7431128 0.4768157
Residuals …2 EHR_usage_total_documentation_time_in_EHR_system_risk_factor_feature_value 221 1.514246e+04 68.5179273 NA NA
growth_development_category…3 EHR_usage_time_spent_on_vitals_in_EHR_system_risk_factor_feature_value 2 4.597655e+01 22.9882765 0.6334336 0.5317271
Residuals …4 EHR_usage_time_spent_on_vitals_in_EHR_system_risk_factor_feature_value 221 8.020428e+03 36.2915314 NA NA
growth_development_category…5 EHR_usage_time_spent_on_patient_history_risk_factor_feature_value 2 3.025705e+01 15.1285238 0.9444678 0.3904504
Residuals …6 EHR_usage_time_spent_on_patient_history_risk_factor_feature_value 221 3.539987e+03 16.0180413 NA NA
growth_development_category…7 EHR_usage_time_spent_on_patient_education_risk_factor_feature_value 2 3.015893e+02 150.7946373 0.1362567 0.8726919
Residuals …8 EHR_usage_time_spent_on_patient_education_risk_factor_feature_value 221 2.445797e+05 1106.6954829 NA NA
growth_development_category…9 EHR_usage_time_spent_on_orders_risk_factor_feature_value 2 1.481637e+00 0.7408187 0.4835266 0.6172558
Residuals …10 EHR_usage_time_spent_on_orders_risk_factor_feature_value 221 3.385976e+02 1.5321159 NA NA
growth_development_category…11 EHR_usage_time_spent_on_notes_risk_factor_feature_value 2 8.674359e+00 4.3371797 1.7760048 0.1717211
Residuals …12 EHR_usage_time_spent_on_notes_risk_factor_feature_value 221 5.397039e+02 2.4420990 NA NA
growth_development_category…13 EHR_usage_time_spent_on_messaging_risk_factor_feature_value 2 2.976700e-03 0.0014884 0.6006844 0.5493291
Residuals …14 EHR_usage_time_spent_on_messaging_risk_factor_feature_value 221 5.475923e-01 0.0024778 NA NA
growth_development_category…15 EHR_usage_time_spent_on_EHR_system_risk_factor_feature_value 2 1.100988e+03 550.4940755 1.5032541 0.2246704
Residuals …16 EHR_usage_time_spent_on_EHR_system_risk_factor_feature_value 221 8.093056e+04 366.2016223 NA NA
growth_development_category…17 EHR_usage_time_spent_on_charging_risk_factor_feature_value 2 9.300925e+00 4.6504626 0.1583214 0.8536721
Residuals …18 EHR_usage_time_spent_on_charging_risk_factor_feature_value 221 6.491557e+03 29.3735611 NA NA
growth_development_category…19 EHR_usage_time_spent_on_assessment_risk_factor_feature_value 2 4.762050e+01 23.8102515 3.1639937 0.0441774
Residuals …20 EHR_usage_time_spent_on_assessment_risk_factor_feature_value 221 1.663109e+03 7.5253790 NA NA
growth_development_category…21 EHR_usage_time_spent_on_alerts_such_as_best_practice_advisories_risk_factor_feature_value 2 4.928362e+00 2.4641812 0.6062621 0.5462902
Residuals …22 EHR_usage_time_spent_on_alerts_such_as_best_practice_advisories_risk_factor_feature_value 221 8.982650e+02 4.0645476 NA NA
growth_development_category…23 EHR_usage_time_spent_on_administrative_processes_risk_factor_feature_value 2 2.327708e+00 1.1638539 0.9119485 0.4032470
Residuals …24 EHR_usage_time_spent_on_administrative_processes_risk_factor_feature_value 221 2.820463e+02 1.2762277 NA NA
growth_development_category…25 EHR_uncategorized_time_risk_factor_feature_value 2 2.203000e-04 0.0001101 0.1152024 0.8912393
Residuals …26 EHR_uncategorized_time_risk_factor_feature_value 221 2.112932e-01 0.0009561 NA NA