Automatic Detection of Front-Line Clinician Hospital Shifts: A Novel Use of Electronic Health Record Timestamp Data

被引:10
作者
Dziorny, Adam C. [1 ]
Orenstein, Evan W. [2 ]
Lindell, Robert B. [1 ]
Hames, Nicole A. [2 ]
Washington, Nicole [3 ]
Desai, Bimal [4 ]
机构
[1] Univ Penn, Childrens Hosp Philadelphia, Perelman Sch Med, Div Crit Care Med,Dept Anesthesia & Crit Care, Philadelphia, PA 19104 USA
[2] Emory Univ, Sch Med, Dept Pediat, Div Hosp Med,Childrens Healthcare Atlanta, Atlanta, GA USA
[3] Univ Penn, Childrens Hosp Philadelphia, Pediat Residency Program, Dept Pediat,Perelman Sch Med, Philadelphia, PA 19104 USA
[4] Univ Penn, Childrens Hosp Philadelphia, Dept Pediat, Div Gen Pediat,Perelman Sch Med, Philadelphia, PA 19104 USA
关键词
electronic health records; physicians; burnout; algorithms; WORK-LIFE BALANCE; CARE; BURNOUT; PHYSICIANS; MOTION; TIME;
D O I
10.1055/s-0038-1676819
中图分类号
R-058 [];
学科分类号
摘要
Objective Excess physician work hours contribute to burnout and medical errors. Self-report of work hours is burdensome and often inaccurate. We aimed to validate a method that automatically determines provider shift duration based on electronic health record (EHR) timestamps across multiple inpatient settings within a single institution. Methods We developed an algorithm to calculate shift start and end times for inpatient providers based on EHR timestamps. We validated the algorithm based on overlap between calculated shifts and scheduled shifts. We then demonstrated a use case by calculating shifts for pediatric residents on inpatient rotations from July 1, 2015 through June 30, 2016, comparing hours worked and number of shifts by rotation and role. Results We collected 6.3x10 (7) EHR timestamps for 144 residents on 771 inpatient rotations, yielding 14,678 EHR-calculated shifts. Validation on a subset of shifts demonstrated 100% shift match and 87.90.3% overlap (mean +/- standard error [SE]) with scheduled shifts. Senior residents functioning as front-line clinicians worked more hours per 4-week block (mean +/- SE: 273.5 +/- 1.7) than senior residents in supervisory roles (253 +/- 2.3) and junior residents (241 +/- 2.5). Junior residents worked more shifts per block (21 +/- 0.1) than senior residents (18 +/- 0.1). Conclusion Automatic calculation of inpatient provider work hours is feasible using EHR timestamps. An algorithm to assess provider work hours demonstrated criterion validity via comparison with scheduled shifts. Differences between junior and senior residents in calculated mean hours worked and number of shifts per 4-week block were also consistent with differences in scheduled shifts and duty-hour restrictions.
引用
收藏
页码:28 / 37
页数:10
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