Upload app.py

app.py

@@ -325,7 +325,7 @@ with gr.Blocks(title = "NTDB-Epidural") as demo:
 
             Comorbid_Condition__Currently_Receiving_Chemotherapy_for_Cancer = gr.Radio(label = "Comorbid Condition - Currently Receiving Chemotherapy for Cancer", choices = unique_CC_CHEMO, type = 'index', value = 'No')
 
-            Comorbid_Condition__Dementia = gr.Radio(label = "Comorbid Condition - Dementia", choices = unique_CC_DEMENTIA, type = 'index', value = 'xxx')
+            Comorbid_Condition__Dementia = gr.Radio(label = "Comorbid Condition - Dementia", choices = unique_CC_DEMENTIA, type = 'index', value = 'No')
 
             Comorbid_Condition__Attention_Deficit_Disorder_or_Attention_Deficit_Hyperactivity_Disorder = gr.Radio(label = "Comorbid Condition - Attention Deficit Disorder or Attention Deficit Hyperactivity Disorder", choices = unique_CC_ADHD, type = 'index', value = 'No')
 
@@ -337,9 +337,11 @@ with gr.Blocks(title = "NTDB-Epidural") as demo:
 
             Anticoagulant_Therapy = gr.Radio(label = "Anticoagulant Therapy", choices = unique_CC_ANTICOAGULANT, type = 'index', value = 'No')
 
-            Steroid_Use = gr.Radio(label = "Steroid Use", choices = unique_CC_STEROID, type = 'index', value = 'xxx')
+            Steroid_Use = gr.Radio(label = "Steroid Use", choices = unique_CC_STEROID, type = 'index', value = 'No')
 
             Advanced_Directive_Limiting_Care = gr.Radio(label = "Advanced Directive Limiting Care", choices = unique_CC_ADLC, type = 'index', value = 'No')
+            
+            Days_from_Incident_to_ED_or_Hospital_Arrival = gr.Slider(label = "Days from Incident to ED or Hospital Arrival", minimum = 1, maximum = 31, step = 1, value = 1)
 
             Transport_Mode = gr.Radio(label = "Transport Mode", choices = unique_TRANSPORTMODE, type = 'index', value = 'Ground ambulance')
 
@@ -438,49 +440,49 @@ with gr.Blocks(title = "NTDB-Epidural") as demo:
 
                 y1_predict_btn_xgb.click(
                     y1_predict_xgb,
-                    inputs = [Age, Sex, Ethnicity, Weight, Height, Systolic_Blood_Pressure, Pulse_Rate, Supplemental_Oxygen, Pulse_Oximetry, Respiratory_Assistance, Respiratory_Rate, Temperature, PreHospital_Cardiac_Arrest, GCS__Eye, GCS__Verbal, GCS__Motor, Total_GCS, Pupillary_Response, Midline_Shift, Current_Smoker, Comorbid_Condition__Alcohol_Use_Disorder, Comorbid_Condition__Substance_Abuse_Disorder, Comorbid_Condition__Diabetes_Mellitus, Comorbid_Condition__Hypertension, Comorbid_Condition__Congestive_Heart_Failure, History_of_Myocardial_Infarction, Comorbid_Condition__Angina_Pectoris, History_of_Cerebrovascular_Accident, Comorbid_Condition__Peripheral_Arterial_Disease, Comorbid_Condition__Chronic_Obstructive_Pulmonary_Disease, Comorbid_Condition__Chronic_Renal_Failure, Comorbid_Condition__Cirrhosis, Comorbid_Condition__Bleeding_Disorder, Comorbid_Condition__Disseminated_Cancer, Comorbid_Condition__Currently_Receiving_Chemotherapy_for_Cancer, Comorbid_Condition__Dementia, Comorbid_Condition__Attention_Deficit_Disorder_or_Attention_Deficit_Hyperactivity_Disorder, Comorbid_Condition__Mental_or_Personality_Disorder, Ability_to_Complete_AgeAppropriate_ADL, Pregnancy, Anticoagulant_Therapy, Steroid_Use, Advanced_Directive_Limiting_Care, Time_from_Incident_to_ED_or_Hospital_Arrival_(days), Transport_Mode, InterFacility_Transfer, Trauma_Type, Injury_Intent, Mechanism_of_Injury, WorkRelated, AIS_Severity__Maximum_Severity_of_Injury_in_the_Head, AIS_Severity__Maximum_Severity_of_Injury_in_the_Face, AIS_Severity__Maximum_Severity_of_Injury_in_the_Neck, AIS_Severity__Maximum_Severity_of_Injury_in_the_Thorax, AIS_Severity__Maximum_Severity_of_Injury_in_the_Abdomen, AIS_Severity__Maximum_Severity_of_Injury_in_the_Spine, AIS_Severity__Maximum_Severity_of_Injury_in_the_Upper_Extremity, AIS_Severity__Maximum_Severity_of_Injury_in_the_Lower_Extremity, AIS_Severity__Maximum_Severity_of_Injury_in_Unspecified_Body_Regions, AIS_derived_ISS, Blood_Transfusion, Neurosurgical_Intervention, Alcohol_Screen, Alcohol_Screen_Result, Drug_Screen__Amphetamine, Drug_Screen__Barbiturate, Drug_Screen__Benzodiazepines, Drug_Screen__Cannabinoid, Drug_Screen__Cocaine, Drug_Screen__MDMA_or_Ecstasy, Drug_Screen__Methadone, Drug_Screen__Methamphetamine, Drug_Screen__Opioid, Drug_Screen__Oxycodone, Drug_Screen__Phencyclidine, Drug_Screen__Tricyclic_Antidepressant, ACS_Verification_Level, Hospital_Type, Facility_Bed_Size, Primary_Method_of_Payment, Race, Cerebral_Monitoring, Protective_Device,],
+                    inputs = [Age, Sex, Ethnicity, Weight, Height, Systolic_Blood_Pressure, Pulse_Rate, Supplemental_Oxygen, Pulse_Oximetry, Respiratory_Assistance, Respiratory_Rate, Temperature, PreHospital_Cardiac_Arrest, GCS__Eye, GCS__Verbal, GCS__Motor, Total_GCS, Pupillary_Response, Midline_Shift, Current_Smoker, Comorbid_Condition__Alcohol_Use_Disorder, Comorbid_Condition__Substance_Abuse_Disorder, Comorbid_Condition__Diabetes_Mellitus, Comorbid_Condition__Hypertension, Comorbid_Condition__Congestive_Heart_Failure, History_of_Myocardial_Infarction, Comorbid_Condition__Angina_Pectoris, History_of_Cerebrovascular_Accident, Comorbid_Condition__Peripheral_Arterial_Disease, Comorbid_Condition__Chronic_Obstructive_Pulmonary_Disease, Comorbid_Condition__Chronic_Renal_Failure, Comorbid_Condition__Cirrhosis, Comorbid_Condition__Bleeding_Disorder, Comorbid_Condition__Disseminated_Cancer, Comorbid_Condition__Currently_Receiving_Chemotherapy_for_Cancer, Comorbid_Condition__Dementia, Comorbid_Condition__Attention_Deficit_Disorder_or_Attention_Deficit_Hyperactivity_Disorder, Comorbid_Condition__Mental_or_Personality_Disorder, Ability_to_Complete_AgeAppropriate_ADL, Pregnancy, Anticoagulant_Therapy, Steroid_Use, Advanced_Directive_Limiting_Care, Days_from_Incident_to_ED_or_Hospital_Arrival, Transport_Mode, InterFacility_Transfer, Trauma_Type, Injury_Intent, Mechanism_of_Injury, WorkRelated, AIS_Severity__Maximum_Severity_of_Injury_in_the_Head, AIS_Severity__Maximum_Severity_of_Injury_in_the_Face, AIS_Severity__Maximum_Severity_of_Injury_in_the_Neck, AIS_Severity__Maximum_Severity_of_Injury_in_the_Thorax, AIS_Severity__Maximum_Severity_of_Injury_in_the_Abdomen, AIS_Severity__Maximum_Severity_of_Injury_in_the_Spine, AIS_Severity__Maximum_Severity_of_Injury_in_the_Upper_Extremity, AIS_Severity__Maximum_Severity_of_Injury_in_the_Lower_Extremity, AIS_Severity__Maximum_Severity_of_Injury_in_Unspecified_Body_Regions, AIS_derived_ISS, Blood_Transfusion, Neurosurgical_Intervention, Alcohol_Screen, Alcohol_Screen_Result, Drug_Screen__Amphetamine, Drug_Screen__Barbiturate, Drug_Screen__Benzodiazepines, Drug_Screen__Cannabinoid, Drug_Screen__Cocaine, Drug_Screen__MDMA_or_Ecstasy, Drug_Screen__Methadone, Drug_Screen__Methamphetamine, Drug_Screen__Opioid, Drug_Screen__Oxycodone, Drug_Screen__Phencyclidine, Drug_Screen__Tricyclic_Antidepressant, ACS_Verification_Level, Hospital_Type, Facility_Bed_Size, Primary_Method_of_Payment, Race, Cerebral_Monitoring, Protective_Device,],
                     outputs = [label]
                 )
 
                 y1_predict_btn_lgb.click(
                     y1_predict_lgb,
-                    inputs = [Age, Sex, Ethnicity, Weight, Height, Systolic_Blood_Pressure, Pulse_Rate, Supplemental_Oxygen, Pulse_Oximetry, Respiratory_Assistance, Respiratory_Rate, Temperature, PreHospital_Cardiac_Arrest, GCS__Eye, GCS__Verbal, GCS__Motor, Total_GCS, Pupillary_Response, Midline_Shift, Current_Smoker, Comorbid_Condition__Alcohol_Use_Disorder, Comorbid_Condition__Substance_Abuse_Disorder, Comorbid_Condition__Diabetes_Mellitus, Comorbid_Condition__Hypertension, Comorbid_Condition__Congestive_Heart_Failure, History_of_Myocardial_Infarction, Comorbid_Condition__Angina_Pectoris, History_of_Cerebrovascular_Accident, Comorbid_Condition__Peripheral_Arterial_Disease, Comorbid_Condition__Chronic_Obstructive_Pulmonary_Disease, Comorbid_Condition__Chronic_Renal_Failure, Comorbid_Condition__Cirrhosis, Comorbid_Condition__Bleeding_Disorder, Comorbid_Condition__Disseminated_Cancer, Comorbid_Condition__Currently_Receiving_Chemotherapy_for_Cancer, Comorbid_Condition__Dementia, Comorbid_Condition__Attention_Deficit_Disorder_or_Attention_Deficit_Hyperactivity_Disorder, Comorbid_Condition__Mental_or_Personality_Disorder, Ability_to_Complete_AgeAppropriate_ADL, Pregnancy, Anticoagulant_Therapy, Steroid_Use, Advanced_Directive_Limiting_Care, Time_from_Incident_to_ED_or_Hospital_Arrival_(days), Transport_Mode, InterFacility_Transfer, Trauma_Type, Injury_Intent, Mechanism_of_Injury, WorkRelated, AIS_Severity__Maximum_Severity_of_Injury_in_the_Head, AIS_Severity__Maximum_Severity_of_Injury_in_the_Face, AIS_Severity__Maximum_Severity_of_Injury_in_the_Neck, AIS_Severity__Maximum_Severity_of_Injury_in_the_Thorax, AIS_Severity__Maximum_Severity_of_Injury_in_the_Abdomen, AIS_Severity__Maximum_Severity_of_Injury_in_the_Spine, AIS_Severity__Maximum_Severity_of_Injury_in_the_Upper_Extremity, AIS_Severity__Maximum_Severity_of_Injury_in_the_Lower_Extremity, AIS_Severity__Maximum_Severity_of_Injury_in_Unspecified_Body_Regions, AIS_derived_ISS, Blood_Transfusion, Neurosurgical_Intervention, Alcohol_Screen, Alcohol_Screen_Result, Drug_Screen__Amphetamine, Drug_Screen__Barbiturate, Drug_Screen__Benzodiazepines, Drug_Screen__Cannabinoid, Drug_Screen__Cocaine, Drug_Screen__MDMA_or_Ecstasy, Drug_Screen__Methadone, Drug_Screen__Methamphetamine, Drug_Screen__Opioid, Drug_Screen__Oxycodone, Drug_Screen__Phencyclidine, Drug_Screen__Tricyclic_Antidepressant, ACS_Verification_Level, Hospital_Type, Facility_Bed_Size, Primary_Method_of_Payment, Race, Cerebral_Monitoring, Protective_Device,],
+                    inputs = [Age, Sex, Ethnicity, Weight, Height, Systolic_Blood_Pressure, Pulse_Rate, Supplemental_Oxygen, Pulse_Oximetry, Respiratory_Assistance, Respiratory_Rate, Temperature, PreHospital_Cardiac_Arrest, GCS__Eye, GCS__Verbal, GCS__Motor, Total_GCS, Pupillary_Response, Midline_Shift, Current_Smoker, Comorbid_Condition__Alcohol_Use_Disorder, Comorbid_Condition__Substance_Abuse_Disorder, Comorbid_Condition__Diabetes_Mellitus, Comorbid_Condition__Hypertension, Comorbid_Condition__Congestive_Heart_Failure, History_of_Myocardial_Infarction, Comorbid_Condition__Angina_Pectoris, History_of_Cerebrovascular_Accident, Comorbid_Condition__Peripheral_Arterial_Disease, Comorbid_Condition__Chronic_Obstructive_Pulmonary_Disease, Comorbid_Condition__Chronic_Renal_Failure, Comorbid_Condition__Cirrhosis, Comorbid_Condition__Bleeding_Disorder, Comorbid_Condition__Disseminated_Cancer, Comorbid_Condition__Currently_Receiving_Chemotherapy_for_Cancer, Comorbid_Condition__Dementia, Comorbid_Condition__Attention_Deficit_Disorder_or_Attention_Deficit_Hyperactivity_Disorder, Comorbid_Condition__Mental_or_Personality_Disorder, Ability_to_Complete_AgeAppropriate_ADL, Pregnancy, Anticoagulant_Therapy, Steroid_Use, Advanced_Directive_Limiting_Care, Days_from_Incident_to_ED_or_Hospital_Arrival, Transport_Mode, InterFacility_Transfer, Trauma_Type, Injury_Intent, Mechanism_of_Injury, WorkRelated, AIS_Severity__Maximum_Severity_of_Injury_in_the_Head, AIS_Severity__Maximum_Severity_of_Injury_in_the_Face, AIS_Severity__Maximum_Severity_of_Injury_in_the_Neck, AIS_Severity__Maximum_Severity_of_Injury_in_the_Thorax, AIS_Severity__Maximum_Severity_of_Injury_in_the_Abdomen, AIS_Severity__Maximum_Severity_of_Injury_in_the_Spine, AIS_Severity__Maximum_Severity_of_Injury_in_the_Upper_Extremity, AIS_Severity__Maximum_Severity_of_Injury_in_the_Lower_Extremity, AIS_Severity__Maximum_Severity_of_Injury_in_Unspecified_Body_Regions, AIS_derived_ISS, Blood_Transfusion, Neurosurgical_Intervention, Alcohol_Screen, Alcohol_Screen_Result, Drug_Screen__Amphetamine, Drug_Screen__Barbiturate, Drug_Screen__Benzodiazepines, Drug_Screen__Cannabinoid, Drug_Screen__Cocaine, Drug_Screen__MDMA_or_Ecstasy, Drug_Screen__Methadone, Drug_Screen__Methamphetamine, Drug_Screen__Opioid, Drug_Screen__Oxycodone, Drug_Screen__Phencyclidine, Drug_Screen__Tricyclic_Antidepressant, ACS_Verification_Level, Hospital_Type, Facility_Bed_Size, Primary_Method_of_Payment, Race, Cerebral_Monitoring, Protective_Device,],
                     outputs = [label]
                 )
 
                 y1_predict_btn_cb.click(
                     y1_predict_cb,
-                    inputs = [Age, Sex, Ethnicity, Weight, Height, Systolic_Blood_Pressure, Pulse_Rate, Supplemental_Oxygen, Pulse_Oximetry, Respiratory_Assistance, Respiratory_Rate, Temperature, PreHospital_Cardiac_Arrest, GCS__Eye, GCS__Verbal, GCS__Motor, Total_GCS, Pupillary_Response, Midline_Shift, Current_Smoker, Comorbid_Condition__Alcohol_Use_Disorder, Comorbid_Condition__Substance_Abuse_Disorder, Comorbid_Condition__Diabetes_Mellitus, Comorbid_Condition__Hypertension, Comorbid_Condition__Congestive_Heart_Failure, History_of_Myocardial_Infarction, Comorbid_Condition__Angina_Pectoris, History_of_Cerebrovascular_Accident, Comorbid_Condition__Peripheral_Arterial_Disease, Comorbid_Condition__Chronic_Obstructive_Pulmonary_Disease, Comorbid_Condition__Chronic_Renal_Failure, Comorbid_Condition__Cirrhosis, Comorbid_Condition__Bleeding_Disorder, Comorbid_Condition__Disseminated_Cancer, Comorbid_Condition__Currently_Receiving_Chemotherapy_for_Cancer, Comorbid_Condition__Dementia, Comorbid_Condition__Attention_Deficit_Disorder_or_Attention_Deficit_Hyperactivity_Disorder, Comorbid_Condition__Mental_or_Personality_Disorder, Ability_to_Complete_AgeAppropriate_ADL, Pregnancy, Anticoagulant_Therapy, Steroid_Use, Advanced_Directive_Limiting_Care, Time_from_Incident_to_ED_or_Hospital_Arrival_(days), Transport_Mode, InterFacility_Transfer, Trauma_Type, Injury_Intent, Mechanism_of_Injury, WorkRelated, AIS_Severity__Maximum_Severity_of_Injury_in_the_Head, AIS_Severity__Maximum_Severity_of_Injury_in_the_Face, AIS_Severity__Maximum_Severity_of_Injury_in_the_Neck, AIS_Severity__Maximum_Severity_of_Injury_in_the_Thorax, AIS_Severity__Maximum_Severity_of_Injury_in_the_Abdomen, AIS_Severity__Maximum_Severity_of_Injury_in_the_Spine, AIS_Severity__Maximum_Severity_of_Injury_in_the_Upper_Extremity, AIS_Severity__Maximum_Severity_of_Injury_in_the_Lower_Extremity, AIS_Severity__Maximum_Severity_of_Injury_in_Unspecified_Body_Regions, AIS_derived_ISS, Blood_Transfusion, Neurosurgical_Intervention, Alcohol_Screen, Alcohol_Screen_Result, Drug_Screen__Amphetamine, Drug_Screen__Barbiturate, Drug_Screen__Benzodiazepines, Drug_Screen__Cannabinoid, Drug_Screen__Cocaine, Drug_Screen__MDMA_or_Ecstasy, Drug_Screen__Methadone, Drug_Screen__Methamphetamine, Drug_Screen__Opioid, Drug_Screen__Oxycodone, Drug_Screen__Phencyclidine, Drug_Screen__Tricyclic_Antidepressant, ACS_Verification_Level, Hospital_Type, Facility_Bed_Size, Primary_Method_of_Payment, Race, Cerebral_Monitoring, Protective_Device,],
+                    inputs = [Age, Sex, Ethnicity, Weight, Height, Systolic_Blood_Pressure, Pulse_Rate, Supplemental_Oxygen, Pulse_Oximetry, Respiratory_Assistance, Respiratory_Rate, Temperature, PreHospital_Cardiac_Arrest, GCS__Eye, GCS__Verbal, GCS__Motor, Total_GCS, Pupillary_Response, Midline_Shift, Current_Smoker, Comorbid_Condition__Alcohol_Use_Disorder, Comorbid_Condition__Substance_Abuse_Disorder, Comorbid_Condition__Diabetes_Mellitus, Comorbid_Condition__Hypertension, Comorbid_Condition__Congestive_Heart_Failure, History_of_Myocardial_Infarction, Comorbid_Condition__Angina_Pectoris, History_of_Cerebrovascular_Accident, Comorbid_Condition__Peripheral_Arterial_Disease, Comorbid_Condition__Chronic_Obstructive_Pulmonary_Disease, Comorbid_Condition__Chronic_Renal_Failure, Comorbid_Condition__Cirrhosis, Comorbid_Condition__Bleeding_Disorder, Comorbid_Condition__Disseminated_Cancer, Comorbid_Condition__Currently_Receiving_Chemotherapy_for_Cancer, Comorbid_Condition__Dementia, Comorbid_Condition__Attention_Deficit_Disorder_or_Attention_Deficit_Hyperactivity_Disorder, Comorbid_Condition__Mental_or_Personality_Disorder, Ability_to_Complete_AgeAppropriate_ADL, Pregnancy, Anticoagulant_Therapy, Steroid_Use, Advanced_Directive_Limiting_Care, Days_from_Incident_to_ED_or_Hospital_Arrival, Transport_Mode, InterFacility_Transfer, Trauma_Type, Injury_Intent, Mechanism_of_Injury, WorkRelated, AIS_Severity__Maximum_Severity_of_Injury_in_the_Head, AIS_Severity__Maximum_Severity_of_Injury_in_the_Face, AIS_Severity__Maximum_Severity_of_Injury_in_the_Neck, AIS_Severity__Maximum_Severity_of_Injury_in_the_Thorax, AIS_Severity__Maximum_Severity_of_Injury_in_the_Abdomen, AIS_Severity__Maximum_Severity_of_Injury_in_the_Spine, AIS_Severity__Maximum_Severity_of_Injury_in_the_Upper_Extremity, AIS_Severity__Maximum_Severity_of_Injury_in_the_Lower_Extremity, AIS_Severity__Maximum_Severity_of_Injury_in_Unspecified_Body_Regions, AIS_derived_ISS, Blood_Transfusion, Neurosurgical_Intervention, Alcohol_Screen, Alcohol_Screen_Result, Drug_Screen__Amphetamine, Drug_Screen__Barbiturate, Drug_Screen__Benzodiazepines, Drug_Screen__Cannabinoid, Drug_Screen__Cocaine, Drug_Screen__MDMA_or_Ecstasy, Drug_Screen__Methadone, Drug_Screen__Methamphetamine, Drug_Screen__Opioid, Drug_Screen__Oxycodone, Drug_Screen__Phencyclidine, Drug_Screen__Tricyclic_Antidepressant, ACS_Verification_Level, Hospital_Type, Facility_Bed_Size, Primary_Method_of_Payment, Race, Cerebral_Monitoring, Protective_Device,],
                     outputs = [label]
                 )
 
                 y1_predict_btn_rf.click(
                     y1_predict_rf,
-                    inputs = [Age, Sex, Ethnicity, Weight, Height, Systolic_Blood_Pressure, Pulse_Rate, Supplemental_Oxygen, Pulse_Oximetry, Respiratory_Assistance, Respiratory_Rate, Temperature, PreHospital_Cardiac_Arrest, GCS__Eye, GCS__Verbal, GCS__Motor, Total_GCS, Pupillary_Response, Midline_Shift, Current_Smoker, Comorbid_Condition__Alcohol_Use_Disorder, Comorbid_Condition__Substance_Abuse_Disorder, Comorbid_Condition__Diabetes_Mellitus, Comorbid_Condition__Hypertension, Comorbid_Condition__Congestive_Heart_Failure, History_of_Myocardial_Infarction, Comorbid_Condition__Angina_Pectoris, History_of_Cerebrovascular_Accident, Comorbid_Condition__Peripheral_Arterial_Disease, Comorbid_Condition__Chronic_Obstructive_Pulmonary_Disease, Comorbid_Condition__Chronic_Renal_Failure, Comorbid_Condition__Cirrhosis, Comorbid_Condition__Bleeding_Disorder, Comorbid_Condition__Disseminated_Cancer, Comorbid_Condition__Currently_Receiving_Chemotherapy_for_Cancer, Comorbid_Condition__Dementia, Comorbid_Condition__Attention_Deficit_Disorder_or_Attention_Deficit_Hyperactivity_Disorder, Comorbid_Condition__Mental_or_Personality_Disorder, Ability_to_Complete_AgeAppropriate_ADL, Pregnancy, Anticoagulant_Therapy, Steroid_Use, Advanced_Directive_Limiting_Care, Time_from_Incident_to_ED_or_Hospital_Arrival_(days), Transport_Mode, InterFacility_Transfer, Trauma_Type, Injury_Intent, Mechanism_of_Injury, WorkRelated, AIS_Severity__Maximum_Severity_of_Injury_in_the_Head, AIS_Severity__Maximum_Severity_of_Injury_in_the_Face, AIS_Severity__Maximum_Severity_of_Injury_in_the_Neck, AIS_Severity__Maximum_Severity_of_Injury_in_the_Thorax, AIS_Severity__Maximum_Severity_of_Injury_in_the_Abdomen, AIS_Severity__Maximum_Severity_of_Injury_in_the_Spine, AIS_Severity__Maximum_Severity_of_Injury_in_the_Upper_Extremity, AIS_Severity__Maximum_Severity_of_Injury_in_the_Lower_Extremity, AIS_Severity__Maximum_Severity_of_Injury_in_Unspecified_Body_Regions, AIS_derived_ISS, Blood_Transfusion, Neurosurgical_Intervention, Alcohol_Screen, Alcohol_Screen_Result, Drug_Screen__Amphetamine, Drug_Screen__Barbiturate, Drug_Screen__Benzodiazepines, Drug_Screen__Cannabinoid, Drug_Screen__Cocaine, Drug_Screen__MDMA_or_Ecstasy, Drug_Screen__Methadone, Drug_Screen__Methamphetamine, Drug_Screen__Opioid, Drug_Screen__Oxycodone, Drug_Screen__Phencyclidine, Drug_Screen__Tricyclic_Antidepressant, ACS_Verification_Level, Hospital_Type, Facility_Bed_Size, Primary_Method_of_Payment, Race, Cerebral_Monitoring, Protective_Device,],
+                    inputs = [Age, Sex, Ethnicity, Weight, Height, Systolic_Blood_Pressure, Pulse_Rate, Supplemental_Oxygen, Pulse_Oximetry, Respiratory_Assistance, Respiratory_Rate, Temperature, PreHospital_Cardiac_Arrest, GCS__Eye, GCS__Verbal, GCS__Motor, Total_GCS, Pupillary_Response, Midline_Shift, Current_Smoker, Comorbid_Condition__Alcohol_Use_Disorder, Comorbid_Condition__Substance_Abuse_Disorder, Comorbid_Condition__Diabetes_Mellitus, Comorbid_Condition__Hypertension, Comorbid_Condition__Congestive_Heart_Failure, History_of_Myocardial_Infarction, Comorbid_Condition__Angina_Pectoris, History_of_Cerebrovascular_Accident, Comorbid_Condition__Peripheral_Arterial_Disease, Comorbid_Condition__Chronic_Obstructive_Pulmonary_Disease, Comorbid_Condition__Chronic_Renal_Failure, Comorbid_Condition__Cirrhosis, Comorbid_Condition__Bleeding_Disorder, Comorbid_Condition__Disseminated_Cancer, Comorbid_Condition__Currently_Receiving_Chemotherapy_for_Cancer, Comorbid_Condition__Dementia, Comorbid_Condition__Attention_Deficit_Disorder_or_Attention_Deficit_Hyperactivity_Disorder, Comorbid_Condition__Mental_or_Personality_Disorder, Ability_to_Complete_AgeAppropriate_ADL, Pregnancy, Anticoagulant_Therapy, Steroid_Use, Advanced_Directive_Limiting_Care, Days_from_Incident_to_ED_or_Hospital_Arrival, Transport_Mode, InterFacility_Transfer, Trauma_Type, Injury_Intent, Mechanism_of_Injury, WorkRelated, AIS_Severity__Maximum_Severity_of_Injury_in_the_Head, AIS_Severity__Maximum_Severity_of_Injury_in_the_Face, AIS_Severity__Maximum_Severity_of_Injury_in_the_Neck, AIS_Severity__Maximum_Severity_of_Injury_in_the_Thorax, AIS_Severity__Maximum_Severity_of_Injury_in_the_Abdomen, AIS_Severity__Maximum_Severity_of_Injury_in_the_Spine, AIS_Severity__Maximum_Severity_of_Injury_in_the_Upper_Extremity, AIS_Severity__Maximum_Severity_of_Injury_in_the_Lower_Extremity, AIS_Severity__Maximum_Severity_of_Injury_in_Unspecified_Body_Regions, AIS_derived_ISS, Blood_Transfusion, Neurosurgical_Intervention, Alcohol_Screen, Alcohol_Screen_Result, Drug_Screen__Amphetamine, Drug_Screen__Barbiturate, Drug_Screen__Benzodiazepines, Drug_Screen__Cannabinoid, Drug_Screen__Cocaine, Drug_Screen__MDMA_or_Ecstasy, Drug_Screen__Methadone, Drug_Screen__Methamphetamine, Drug_Screen__Opioid, Drug_Screen__Oxycodone, Drug_Screen__Phencyclidine, Drug_Screen__Tricyclic_Antidepressant, ACS_Verification_Level, Hospital_Type, Facility_Bed_Size, Primary_Method_of_Payment, Race, Cerebral_Monitoring, Protective_Device,],
                     outputs = [label]
                 )
 
                 y1_interpret_btn_xgb.click(
                     y1_interpret_xgb,
-                    inputs = [Age, Sex, Race, Ethnicity, Weight, Height, Systolic_Blood_Pressure, Pulse_Rate, Supplemental_Oxygen, Pulse_Oximetry, Respiratory_Assistance, Respiratory_Rate, Temperature, PreHospital_Cardiac_Arrest, GCS__Eye, GCS__Verbal, GCS__Motor, Pupillary_Response, Midline_Shift, Current_Smoker, Comorbid_Condition__Alcohol_Use_Disorder, Comorbid_Condition__Substance_Abuse_Disorder, Comorbid_Condition__Diabetes_Mellitus, Comorbid_Condition__Hypertension, Comorbid_Condition__Congestive_Heart_Failure, History_of_Myocardial_Infarction, Comorbid_Condition__Angina_Pectoris, History_of_Cerebrovascular_Accident, Comorbid_Condition__Peripheral_Arterial_Disease, Comorbid_Condition__Chronic_Obstructive_Pulmonary_Disease, Comorbid_Condition__Chronic_Renal_Failure, Comorbid_Condition__Cirrhosis, Comorbid_Condition__Bleeding_Disorder, Comorbid_Condition__Disseminated_Cancer, Comorbid_Condition__Currently_Receiving_Chemotherapy_for_Cancer, Comorbid_Condition__Dementia, Comorbid_Condition__Attention_Deficit_Disorder_or_Attention_Deficit_Hyperactivity_Disorder, Comorbid_Condition__Mental_or_Personality_Disorder, Ability_to_Complete_AgeAppropriate_ADL, Pregnancy, Anticoagulant_Therapy, Steroid_Use, Advanced_Directive_Limiting_Care, Transport_Mode, InterFacility_Transfer, Trauma_Type, Injury_Intent, Mechanism_of_Injury, Protective_Device, WorkRelated, AIS_Severity__Maximum_Severity_of_Injury_in_the_Head, AIS_Severity__Maximum_Severity_of_Injury_in_the_Face, AIS_Severity__Maximum_Severity_of_Injury_in_the_Neck, AIS_Severity__Maximum_Severity_of_Injury_in_the_Thorax, AIS_Severity__Maximum_Severity_of_Injury_in_the_Abdomen, AIS_Severity__Maximum_Severity_of_Injury_in_the_Spine, AIS_Severity__Maximum_Severity_of_Injury_in_the_Upper_Extremity, AIS_Severity__Maximum_Severity_of_Injury_in_the_Lower_Extremity, AIS_Severity__Maximum_Severity_of_Injury_in_Unspecified_Body_Regions, AIS_derived_ISS, Blood_Transfusion, Neurosurgical_Intervention, Cerebral_Monitoring, Alcohol_Screen, Alcohol_Screen_Result, Drug_Screen__Amphetamine, Drug_Screen__Barbiturate, Drug_Screen__Benzodiazepines, Drug_Screen__Cannabinoid, Drug_Screen__Cocaine, Drug_Screen__MDMA_or_Ecstasy, Drug_Screen__Methadone, Drug_Screen__Methamphetamine, Drug_Screen__Not_Tested, Drug_Screen__Opioid, Drug_Screen__Oxycodone, Drug_Screen__Phencyclidine, Drug_Screen__Tricyclic_Antidepressant, ACS_Verification_Level, Hospital_Type, Facility_Bed_Size, Primary_Method_of_Payment,],
+                    inputs = [Age, Sex, Ethnicity, Weight, Height, Systolic_Blood_Pressure, Pulse_Rate, Supplemental_Oxygen, Pulse_Oximetry, Respiratory_Assistance, Respiratory_Rate, Temperature, PreHospital_Cardiac_Arrest, GCS__Eye, GCS__Verbal, GCS__Motor, Total_GCS, Pupillary_Response, Midline_Shift, Current_Smoker, Comorbid_Condition__Alcohol_Use_Disorder, Comorbid_Condition__Substance_Abuse_Disorder, Comorbid_Condition__Diabetes_Mellitus, Comorbid_Condition__Hypertension, Comorbid_Condition__Congestive_Heart_Failure, History_of_Myocardial_Infarction, Comorbid_Condition__Angina_Pectoris, History_of_Cerebrovascular_Accident, Comorbid_Condition__Peripheral_Arterial_Disease, Comorbid_Condition__Chronic_Obstructive_Pulmonary_Disease, Comorbid_Condition__Chronic_Renal_Failure, Comorbid_Condition__Cirrhosis, Comorbid_Condition__Bleeding_Disorder, Comorbid_Condition__Disseminated_Cancer, Comorbid_Condition__Currently_Receiving_Chemotherapy_for_Cancer, Comorbid_Condition__Dementia, Comorbid_Condition__Attention_Deficit_Disorder_or_Attention_Deficit_Hyperactivity_Disorder, Comorbid_Condition__Mental_or_Personality_Disorder, Ability_to_Complete_AgeAppropriate_ADL, Pregnancy, Anticoagulant_Therapy, Steroid_Use, Advanced_Directive_Limiting_Care, Days_from_Incident_to_ED_or_Hospital_Arrival, Transport_Mode, InterFacility_Transfer, Trauma_Type, Injury_Intent, Mechanism_of_Injury, WorkRelated, AIS_Severity__Maximum_Severity_of_Injury_in_the_Head, AIS_Severity__Maximum_Severity_of_Injury_in_the_Face, AIS_Severity__Maximum_Severity_of_Injury_in_the_Neck, AIS_Severity__Maximum_Severity_of_Injury_in_the_Thorax, AIS_Severity__Maximum_Severity_of_Injury_in_the_Abdomen, AIS_Severity__Maximum_Severity_of_Injury_in_the_Spine, AIS_Severity__Maximum_Severity_of_Injury_in_the_Upper_Extremity, AIS_Severity__Maximum_Severity_of_Injury_in_the_Lower_Extremity, AIS_Severity__Maximum_Severity_of_Injury_in_Unspecified_Body_Regions, AIS_derived_ISS, Blood_Transfusion, Neurosurgical_Intervention, Alcohol_Screen, Alcohol_Screen_Result, Drug_Screen__Amphetamine, Drug_Screen__Barbiturate, Drug_Screen__Benzodiazepines, Drug_Screen__Cannabinoid, Drug_Screen__Cocaine, Drug_Screen__MDMA_or_Ecstasy, Drug_Screen__Methadone, Drug_Screen__Methamphetamine, Drug_Screen__Opioid, Drug_Screen__Oxycodone, Drug_Screen__Phencyclidine, Drug_Screen__Tricyclic_Antidepressant, ACS_Verification_Level, Hospital_Type, Facility_Bed_Size, Primary_Method_of_Payment, Race, Cerebral_Monitoring, Protective_Device,],
                     outputs = [plot],
                 )
 
                 y1_interpret_btn_lgb.click(
                     y1_interpret_lgb,
-                    inputs = [Age, Sex, Ethnicity, Weight, Height, Systolic_Blood_Pressure, Pulse_Rate, Supplemental_Oxygen, Pulse_Oximetry, Respiratory_Assistance, Respiratory_Rate, Temperature, PreHospital_Cardiac_Arrest, GCS__Eye, GCS__Verbal, GCS__Motor, Total_GCS, Pupillary_Response, Midline_Shift, Current_Smoker, Comorbid_Condition__Alcohol_Use_Disorder, Comorbid_Condition__Substance_Abuse_Disorder, Comorbid_Condition__Diabetes_Mellitus, Comorbid_Condition__Hypertension, Comorbid_Condition__Congestive_Heart_Failure, History_of_Myocardial_Infarction, Comorbid_Condition__Angina_Pectoris, History_of_Cerebrovascular_Accident, Comorbid_Condition__Peripheral_Arterial_Disease, Comorbid_Condition__Chronic_Obstructive_Pulmonary_Disease, Comorbid_Condition__Chronic_Renal_Failure, Comorbid_Condition__Cirrhosis, Comorbid_Condition__Bleeding_Disorder, Comorbid_Condition__Disseminated_Cancer, Comorbid_Condition__Currently_Receiving_Chemotherapy_for_Cancer, Comorbid_Condition__Dementia, Comorbid_Condition__Attention_Deficit_Disorder_or_Attention_Deficit_Hyperactivity_Disorder, Comorbid_Condition__Mental_or_Personality_Disorder, Ability_to_Complete_AgeAppropriate_ADL, Pregnancy, Anticoagulant_Therapy, Steroid_Use, Advanced_Directive_Limiting_Care, Time_from_Incident_to_ED_or_Hospital_Arrival_(days), Transport_Mode, InterFacility_Transfer, Trauma_Type, Injury_Intent, Mechanism_of_Injury, WorkRelated, AIS_Severity__Maximum_Severity_of_Injury_in_the_Head, AIS_Severity__Maximum_Severity_of_Injury_in_the_Face, AIS_Severity__Maximum_Severity_of_Injury_in_the_Neck, AIS_Severity__Maximum_Severity_of_Injury_in_the_Thorax, AIS_Severity__Maximum_Severity_of_Injury_in_the_Abdomen, AIS_Severity__Maximum_Severity_of_Injury_in_the_Spine, AIS_Severity__Maximum_Severity_of_Injury_in_the_Upper_Extremity, AIS_Severity__Maximum_Severity_of_Injury_in_the_Lower_Extremity, AIS_Severity__Maximum_Severity_of_Injury_in_Unspecified_Body_Regions, AIS_derived_ISS, Blood_Transfusion, Neurosurgical_Intervention, Alcohol_Screen, Alcohol_Screen_Result, Drug_Screen__Amphetamine, Drug_Screen__Barbiturate, Drug_Screen__Benzodiazepines, Drug_Screen__Cannabinoid, Drug_Screen__Cocaine, Drug_Screen__MDMA_or_Ecstasy, Drug_Screen__Methadone, Drug_Screen__Methamphetamine, Drug_Screen__Opioid, Drug_Screen__Oxycodone, Drug_Screen__Phencyclidine, Drug_Screen__Tricyclic_Antidepressant, ACS_Verification_Level, Hospital_Type, Facility_Bed_Size, Primary_Method_of_Payment, Race, Cerebral_Monitoring, Protective_Device,],
+                    inputs = [Age, Sex, Ethnicity, Weight, Height, Systolic_Blood_Pressure, Pulse_Rate, Supplemental_Oxygen, Pulse_Oximetry, Respiratory_Assistance, Respiratory_Rate, Temperature, PreHospital_Cardiac_Arrest, GCS__Eye, GCS__Verbal, GCS__Motor, Total_GCS, Pupillary_Response, Midline_Shift, Current_Smoker, Comorbid_Condition__Alcohol_Use_Disorder, Comorbid_Condition__Substance_Abuse_Disorder, Comorbid_Condition__Diabetes_Mellitus, Comorbid_Condition__Hypertension, Comorbid_Condition__Congestive_Heart_Failure, History_of_Myocardial_Infarction, Comorbid_Condition__Angina_Pectoris, History_of_Cerebrovascular_Accident, Comorbid_Condition__Peripheral_Arterial_Disease, Comorbid_Condition__Chronic_Obstructive_Pulmonary_Disease, Comorbid_Condition__Chronic_Renal_Failure, Comorbid_Condition__Cirrhosis, Comorbid_Condition__Bleeding_Disorder, Comorbid_Condition__Disseminated_Cancer, Comorbid_Condition__Currently_Receiving_Chemotherapy_for_Cancer, Comorbid_Condition__Dementia, Comorbid_Condition__Attention_Deficit_Disorder_or_Attention_Deficit_Hyperactivity_Disorder, Comorbid_Condition__Mental_or_Personality_Disorder, Ability_to_Complete_AgeAppropriate_ADL, Pregnancy, Anticoagulant_Therapy, Steroid_Use, Advanced_Directive_Limiting_Care, Days_from_Incident_to_ED_or_Hospital_Arrival, Transport_Mode, InterFacility_Transfer, Trauma_Type, Injury_Intent, Mechanism_of_Injury, WorkRelated, AIS_Severity__Maximum_Severity_of_Injury_in_the_Head, AIS_Severity__Maximum_Severity_of_Injury_in_the_Face, AIS_Severity__Maximum_Severity_of_Injury_in_the_Neck, AIS_Severity__Maximum_Severity_of_Injury_in_the_Thorax, AIS_Severity__Maximum_Severity_of_Injury_in_the_Abdomen, AIS_Severity__Maximum_Severity_of_Injury_in_the_Spine, AIS_Severity__Maximum_Severity_of_Injury_in_the_Upper_Extremity, AIS_Severity__Maximum_Severity_of_Injury_in_the_Lower_Extremity, AIS_Severity__Maximum_Severity_of_Injury_in_Unspecified_Body_Regions, AIS_derived_ISS, Blood_Transfusion, Neurosurgical_Intervention, Alcohol_Screen, Alcohol_Screen_Result, Drug_Screen__Amphetamine, Drug_Screen__Barbiturate, Drug_Screen__Benzodiazepines, Drug_Screen__Cannabinoid, Drug_Screen__Cocaine, Drug_Screen__MDMA_or_Ecstasy, Drug_Screen__Methadone, Drug_Screen__Methamphetamine, Drug_Screen__Opioid, Drug_Screen__Oxycodone, Drug_Screen__Phencyclidine, Drug_Screen__Tricyclic_Antidepressant, ACS_Verification_Level, Hospital_Type, Facility_Bed_Size, Primary_Method_of_Payment, Race, Cerebral_Monitoring, Protective_Device,],
                     outputs = [plot],
                 )
 
                 y1_interpret_btn_cb.click(
                     y1_interpret_cb,
-                    inputs = [Age, Sex, Ethnicity, Weight, Height, Systolic_Blood_Pressure, Pulse_Rate, Supplemental_Oxygen, Pulse_Oximetry, Respiratory_Assistance, Respiratory_Rate, Temperature, PreHospital_Cardiac_Arrest, GCS__Eye, GCS__Verbal, GCS__Motor, Total_GCS, Pupillary_Response, Midline_Shift, Current_Smoker, Comorbid_Condition__Alcohol_Use_Disorder, Comorbid_Condition__Substance_Abuse_Disorder, Comorbid_Condition__Diabetes_Mellitus, Comorbid_Condition__Hypertension, Comorbid_Condition__Congestive_Heart_Failure, History_of_Myocardial_Infarction, Comorbid_Condition__Angina_Pectoris, History_of_Cerebrovascular_Accident, Comorbid_Condition__Peripheral_Arterial_Disease, Comorbid_Condition__Chronic_Obstructive_Pulmonary_Disease, Comorbid_Condition__Chronic_Renal_Failure, Comorbid_Condition__Cirrhosis, Comorbid_Condition__Bleeding_Disorder, Comorbid_Condition__Disseminated_Cancer, Comorbid_Condition__Currently_Receiving_Chemotherapy_for_Cancer, Comorbid_Condition__Dementia, Comorbid_Condition__Attention_Deficit_Disorder_or_Attention_Deficit_Hyperactivity_Disorder, Comorbid_Condition__Mental_or_Personality_Disorder, Ability_to_Complete_AgeAppropriate_ADL, Pregnancy, Anticoagulant_Therapy, Steroid_Use, Advanced_Directive_Limiting_Care, Time_from_Incident_to_ED_or_Hospital_Arrival_(days), Transport_Mode, InterFacility_Transfer, Trauma_Type, Injury_Intent, Mechanism_of_Injury, WorkRelated, AIS_Severity__Maximum_Severity_of_Injury_in_the_Head, AIS_Severity__Maximum_Severity_of_Injury_in_the_Face, AIS_Severity__Maximum_Severity_of_Injury_in_the_Neck, AIS_Severity__Maximum_Severity_of_Injury_in_the_Thorax, AIS_Severity__Maximum_Severity_of_Injury_in_the_Abdomen, AIS_Severity__Maximum_Severity_of_Injury_in_the_Spine, AIS_Severity__Maximum_Severity_of_Injury_in_the_Upper_Extremity, AIS_Severity__Maximum_Severity_of_Injury_in_the_Lower_Extremity, AIS_Severity__Maximum_Severity_of_Injury_in_Unspecified_Body_Regions, AIS_derived_ISS, Blood_Transfusion, Neurosurgical_Intervention, Alcohol_Screen, Alcohol_Screen_Result, Drug_Screen__Amphetamine, Drug_Screen__Barbiturate, Drug_Screen__Benzodiazepines, Drug_Screen__Cannabinoid, Drug_Screen__Cocaine, Drug_Screen__MDMA_or_Ecstasy, Drug_Screen__Methadone, Drug_Screen__Methamphetamine, Drug_Screen__Opioid, Drug_Screen__Oxycodone, Drug_Screen__Phencyclidine, Drug_Screen__Tricyclic_Antidepressant, ACS_Verification_Level, Hospital_Type, Facility_Bed_Size, Primary_Method_of_Payment, Race, Cerebral_Monitoring, Protective_Device,],
+                    inputs = [Age, Sex, Ethnicity, Weight, Height, Systolic_Blood_Pressure, Pulse_Rate, Supplemental_Oxygen, Pulse_Oximetry, Respiratory_Assistance, Respiratory_Rate, Temperature, PreHospital_Cardiac_Arrest, GCS__Eye, GCS__Verbal, GCS__Motor, Total_GCS, Pupillary_Response, Midline_Shift, Current_Smoker, Comorbid_Condition__Alcohol_Use_Disorder, Comorbid_Condition__Substance_Abuse_Disorder, Comorbid_Condition__Diabetes_Mellitus, Comorbid_Condition__Hypertension, Comorbid_Condition__Congestive_Heart_Failure, History_of_Myocardial_Infarction, Comorbid_Condition__Angina_Pectoris, History_of_Cerebrovascular_Accident, Comorbid_Condition__Peripheral_Arterial_Disease, Comorbid_Condition__Chronic_Obstructive_Pulmonary_Disease, Comorbid_Condition__Chronic_Renal_Failure, Comorbid_Condition__Cirrhosis, Comorbid_Condition__Bleeding_Disorder, Comorbid_Condition__Disseminated_Cancer, Comorbid_Condition__Currently_Receiving_Chemotherapy_for_Cancer, Comorbid_Condition__Dementia, Comorbid_Condition__Attention_Deficit_Disorder_or_Attention_Deficit_Hyperactivity_Disorder, Comorbid_Condition__Mental_or_Personality_Disorder, Ability_to_Complete_AgeAppropriate_ADL, Pregnancy, Anticoagulant_Therapy, Steroid_Use, Advanced_Directive_Limiting_Care, Days_from_Incident_to_ED_or_Hospital_Arrival, Transport_Mode, InterFacility_Transfer, Trauma_Type, Injury_Intent, Mechanism_of_Injury, WorkRelated, AIS_Severity__Maximum_Severity_of_Injury_in_the_Head, AIS_Severity__Maximum_Severity_of_Injury_in_the_Face, AIS_Severity__Maximum_Severity_of_Injury_in_the_Neck, AIS_Severity__Maximum_Severity_of_Injury_in_the_Thorax, AIS_Severity__Maximum_Severity_of_Injury_in_the_Abdomen, AIS_Severity__Maximum_Severity_of_Injury_in_the_Spine, AIS_Severity__Maximum_Severity_of_Injury_in_the_Upper_Extremity, AIS_Severity__Maximum_Severity_of_Injury_in_the_Lower_Extremity, AIS_Severity__Maximum_Severity_of_Injury_in_Unspecified_Body_Regions, AIS_derived_ISS, Blood_Transfusion, Neurosurgical_Intervention, Alcohol_Screen, Alcohol_Screen_Result, Drug_Screen__Amphetamine, Drug_Screen__Barbiturate, Drug_Screen__Benzodiazepines, Drug_Screen__Cannabinoid, Drug_Screen__Cocaine, Drug_Screen__MDMA_or_Ecstasy, Drug_Screen__Methadone, Drug_Screen__Methamphetamine, Drug_Screen__Opioid, Drug_Screen__Oxycodone, Drug_Screen__Phencyclidine, Drug_Screen__Tricyclic_Antidepressant, ACS_Verification_Level, Hospital_Type, Facility_Bed_Size, Primary_Method_of_Payment, Race, Cerebral_Monitoring, Protective_Device,],
                     outputs = [plot],
                 )
 
                 y1_interpret_btn_rf.click(
                     y1_interpret_rf,
-                    inputs = [Age, Sex, Ethnicity, Weight, Height, Systolic_Blood_Pressure, Pulse_Rate, Supplemental_Oxygen, Pulse_Oximetry, Respiratory_Assistance, Respiratory_Rate, Temperature, PreHospital_Cardiac_Arrest, GCS__Eye, GCS__Verbal, GCS__Motor, Total_GCS, Pupillary_Response, Midline_Shift, Current_Smoker, Comorbid_Condition__Alcohol_Use_Disorder, Comorbid_Condition__Substance_Abuse_Disorder, Comorbid_Condition__Diabetes_Mellitus, Comorbid_Condition__Hypertension, Comorbid_Condition__Congestive_Heart_Failure, History_of_Myocardial_Infarction, Comorbid_Condition__Angina_Pectoris, History_of_Cerebrovascular_Accident, Comorbid_Condition__Peripheral_Arterial_Disease, Comorbid_Condition__Chronic_Obstructive_Pulmonary_Disease, Comorbid_Condition__Chronic_Renal_Failure, Comorbid_Condition__Cirrhosis, Comorbid_Condition__Bleeding_Disorder, Comorbid_Condition__Disseminated_Cancer, Comorbid_Condition__Currently_Receiving_Chemotherapy_for_Cancer, Comorbid_Condition__Dementia, Comorbid_Condition__Attention_Deficit_Disorder_or_Attention_Deficit_Hyperactivity_Disorder, Comorbid_Condition__Mental_or_Personality_Disorder, Ability_to_Complete_AgeAppropriate_ADL, Pregnancy, Anticoagulant_Therapy, Steroid_Use, Advanced_Directive_Limiting_Care, Time_from_Incident_to_ED_or_Hospital_Arrival_(days), Transport_Mode, InterFacility_Transfer, Trauma_Type, Injury_Intent, Mechanism_of_Injury, WorkRelated, AIS_Severity__Maximum_Severity_of_Injury_in_the_Head, AIS_Severity__Maximum_Severity_of_Injury_in_the_Face, AIS_Severity__Maximum_Severity_of_Injury_in_the_Neck, AIS_Severity__Maximum_Severity_of_Injury_in_the_Thorax, AIS_Severity__Maximum_Severity_of_Injury_in_the_Abdomen, AIS_Severity__Maximum_Severity_of_Injury_in_the_Spine, AIS_Severity__Maximum_Severity_of_Injury_in_the_Upper_Extremity, AIS_Severity__Maximum_Severity_of_Injury_in_the_Lower_Extremity, AIS_Severity__Maximum_Severity_of_Injury_in_Unspecified_Body_Regions, AIS_derived_ISS, Blood_Transfusion, Neurosurgical_Intervention, Alcohol_Screen, Alcohol_Screen_Result, Drug_Screen__Amphetamine, Drug_Screen__Barbiturate, Drug_Screen__Benzodiazepines, Drug_Screen__Cannabinoid, Drug_Screen__Cocaine, Drug_Screen__MDMA_or_Ecstasy, Drug_Screen__Methadone, Drug_Screen__Methamphetamine, Drug_Screen__Opioid, Drug_Screen__Oxycodone, Drug_Screen__Phencyclidine, Drug_Screen__Tricyclic_Antidepressant, ACS_Verification_Level, Hospital_Type, Facility_Bed_Size, Primary_Method_of_Payment, Race, Cerebral_Monitoring, Protective_Device,],
+                    inputs = [Age, Sex, Ethnicity, Weight, Height, Systolic_Blood_Pressure, Pulse_Rate, Supplemental_Oxygen, Pulse_Oximetry, Respiratory_Assistance, Respiratory_Rate, Temperature, PreHospital_Cardiac_Arrest, GCS__Eye, GCS__Verbal, GCS__Motor, Total_GCS, Pupillary_Response, Midline_Shift, Current_Smoker, Comorbid_Condition__Alcohol_Use_Disorder, Comorbid_Condition__Substance_Abuse_Disorder, Comorbid_Condition__Diabetes_Mellitus, Comorbid_Condition__Hypertension, Comorbid_Condition__Congestive_Heart_Failure, History_of_Myocardial_Infarction, Comorbid_Condition__Angina_Pectoris, History_of_Cerebrovascular_Accident, Comorbid_Condition__Peripheral_Arterial_Disease, Comorbid_Condition__Chronic_Obstructive_Pulmonary_Disease, Comorbid_Condition__Chronic_Renal_Failure, Comorbid_Condition__Cirrhosis, Comorbid_Condition__Bleeding_Disorder, Comorbid_Condition__Disseminated_Cancer, Comorbid_Condition__Currently_Receiving_Chemotherapy_for_Cancer, Comorbid_Condition__Dementia, Comorbid_Condition__Attention_Deficit_Disorder_or_Attention_Deficit_Hyperactivity_Disorder, Comorbid_Condition__Mental_or_Personality_Disorder, Ability_to_Complete_AgeAppropriate_ADL, Pregnancy, Anticoagulant_Therapy, Steroid_Use, Advanced_Directive_Limiting_Care, Days_from_Incident_to_ED_or_Hospital_Arrival, Transport_Mode, InterFacility_Transfer, Trauma_Type, Injury_Intent, Mechanism_of_Injury, WorkRelated, AIS_Severity__Maximum_Severity_of_Injury_in_the_Head, AIS_Severity__Maximum_Severity_of_Injury_in_the_Face, AIS_Severity__Maximum_Severity_of_Injury_in_the_Neck, AIS_Severity__Maximum_Severity_of_Injury_in_the_Thorax, AIS_Severity__Maximum_Severity_of_Injury_in_the_Abdomen, AIS_Severity__Maximum_Severity_of_Injury_in_the_Spine, AIS_Severity__Maximum_Severity_of_Injury_in_the_Upper_Extremity, AIS_Severity__Maximum_Severity_of_Injury_in_the_Lower_Extremity, AIS_Severity__Maximum_Severity_of_Injury_in_Unspecified_Body_Regions, AIS_derived_ISS, Blood_Transfusion, Neurosurgical_Intervention, Alcohol_Screen, Alcohol_Screen_Result, Drug_Screen__Amphetamine, Drug_Screen__Barbiturate, Drug_Screen__Benzodiazepines, Drug_Screen__Cannabinoid, Drug_Screen__Cocaine, Drug_Screen__MDMA_or_Ecstasy, Drug_Screen__Methadone, Drug_Screen__Methamphetamine, Drug_Screen__Opioid, Drug_Screen__Oxycodone, Drug_Screen__Phencyclidine, Drug_Screen__Tricyclic_Antidepressant, ACS_Verification_Level, Hospital_Type, Facility_Bed_Size, Primary_Method_of_Payment, Race, Cerebral_Monitoring, Protective_Device,],
                     outputs = [plot],
                 )