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Does Health Information 
Exchange Move Patients Through 
Emergency Departments Faster? 
Discussant: Peiyin Hung 
(University of Minnesota) 
Workshop on Health IT and Economics 2014 
Alexandria, VA 
October 10, 2014
Summary-Variables 
Key Variables 
Outcome Length of stay defined as duration 
between admission and discharge 
Treatment Health information exchange in a 
given year 2009,2010, 2011 
Compared to patients in hospitals 
without HIE in all years 
Crowdedness Hourly dummy variable indicating 
above or below 75% of annual census 
Severity Dummy variable indicating 2 or 
higher Charlson Comorbidity Index 
2
Summary-Identification 
Main Model: Difference-in-difference model to 
evaluate average treatment effects on means of LOS 
Hierarchical model with the patient-visit as 
unit of analysis 
3
Primary Questions 
Q1: How patients flow in ED? 
Q2: Which clinical conditions matter? 
Q3: How was patient clustering in a 
hospital addressed? 
Q4: Is it possible that high-efficiency 
hospitals are more amenable to HIE 
adoptions? 
Q5: Year of HIE adoption vs. Number of 
years adopted 
4
Patient Flows in Emergency 
Departments 
Registratio 
n/Check in 
Triage 
Handover/ 
Assessment 
Examination 
Inpatient 
Admission 
Referral/ 
Discharge 
Treatment 
5
Length of Stay 
by Clinical Condition and Severity 
Average Length of Stay in Emergency 
Department (2010) 
Hours) 
(12 
Stays of Length Obstetric Patients Chest Pain Patients 18 
5.1 
8.2 
Low-risk 
(Vaginal 
Delivery) 
High-risk 
(Cesarean 
Delivery) 
Low-risk High-risk 
6
Repeated ED Visits 
Hospital 
A 
Patient 1 
Visit 1 
Visit 2 
Patient 2 Visit 1 
Hospital 
B 
Patient 3 
Visit 1 
Visit 2 
Visit 3 
Patient 4 
Visit 1 
Visit 2 
7
Reminder of 
Identification Method 
Main Model: Difference-in-difference model to 
evaluate average treatment effects on means of LOS 
Hierarchical model with the patient-visit as 
unit of analysis 
8
Other Identification 
Suggestions 
• HIE implementers by number of years 
adopted 
• Ordinal Severity Scores 
– AHRQ’s Emergency Severity Index 
• Patients visits nested in a patient and 
clustered in a hospital 
– Generalized Estimating Equations 
• Multicollinearity between covariates 
– E.g. Community income and patient 
income 
• Stratify by clinical conditions 
– Which condition would need more information? 9
Future Extensions 
• Distinct treatment effects on LOS 
– Lagged effects (how many years would 
significant effects in place? By how much?) 
– Hospital inpatient and ED integration 
– Effects by exchangeability of scope 
• Within and outside of hospital systems 
• Ambulatory providers in and outside of a system 
– Effects by discharged vs. admitted patients 
• Other intermediate effects 
– Simultaneous effects of HIE on quality and 
volume on efficiency 
10

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Discussion on Health Information Exchange and Length of Stay-WHITE 2014

  • 1. Does Health Information Exchange Move Patients Through Emergency Departments Faster? Discussant: Peiyin Hung (University of Minnesota) Workshop on Health IT and Economics 2014 Alexandria, VA October 10, 2014
  • 2. Summary-Variables Key Variables Outcome Length of stay defined as duration between admission and discharge Treatment Health information exchange in a given year 2009,2010, 2011 Compared to patients in hospitals without HIE in all years Crowdedness Hourly dummy variable indicating above or below 75% of annual census Severity Dummy variable indicating 2 or higher Charlson Comorbidity Index 2
  • 3. Summary-Identification Main Model: Difference-in-difference model to evaluate average treatment effects on means of LOS Hierarchical model with the patient-visit as unit of analysis 3
  • 4. Primary Questions Q1: How patients flow in ED? Q2: Which clinical conditions matter? Q3: How was patient clustering in a hospital addressed? Q4: Is it possible that high-efficiency hospitals are more amenable to HIE adoptions? Q5: Year of HIE adoption vs. Number of years adopted 4
  • 5. Patient Flows in Emergency Departments Registratio n/Check in Triage Handover/ Assessment Examination Inpatient Admission Referral/ Discharge Treatment 5
  • 6. Length of Stay by Clinical Condition and Severity Average Length of Stay in Emergency Department (2010) Hours) (12 Stays of Length Obstetric Patients Chest Pain Patients 18 5.1 8.2 Low-risk (Vaginal Delivery) High-risk (Cesarean Delivery) Low-risk High-risk 6
  • 7. Repeated ED Visits Hospital A Patient 1 Visit 1 Visit 2 Patient 2 Visit 1 Hospital B Patient 3 Visit 1 Visit 2 Visit 3 Patient 4 Visit 1 Visit 2 7
  • 8. Reminder of Identification Method Main Model: Difference-in-difference model to evaluate average treatment effects on means of LOS Hierarchical model with the patient-visit as unit of analysis 8
  • 9. Other Identification Suggestions • HIE implementers by number of years adopted • Ordinal Severity Scores – AHRQ’s Emergency Severity Index • Patients visits nested in a patient and clustered in a hospital – Generalized Estimating Equations • Multicollinearity between covariates – E.g. Community income and patient income • Stratify by clinical conditions – Which condition would need more information? 9
  • 10. Future Extensions • Distinct treatment effects on LOS – Lagged effects (how many years would significant effects in place? By how much?) – Hospital inpatient and ED integration – Effects by exchangeability of scope • Within and outside of hospital systems • Ambulatory providers in and outside of a system – Effects by discharged vs. admitted patients • Other intermediate effects – Simultaneous effects of HIE on quality and volume on efficiency 10