Evidence map›Paper›PMID 41984855›Full record

ArticleJournal of medical Internet research2026

After-Hours Use of the Electronic Health Record Among Medical and Surgical Specialists After Implementation of a System-Wide Integrated Clinical Information System in Alberta, Canada: Longitudinal Descriptive Study.

Robert P Pauly, Tania Stafinski, Helia Koosha, Melita Avdagovska, Maliheh Hadizadeh, David Bigam, Timothy Graham, Craig Kuziemsky, Narmin Kassam, Devidas Menon

Abstract read
In one paragraph

Article in Journal of medical Internet research, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

10 authors.

Robert P PaulyDepartment of Medicine, University of Alberta, 11-107 Clinical Sciences Building, 8440 112 Street NW, Edmonton, AB, T6B 2B7, Canada, 1 780-492-3318.ORCID http://orcid.org/0000-0002-9642-5315
Tania StafinskiSchool of Public Health, University of Alberta, Edmonton, AB, Canada.ORCID http://orcid.org/0000-0001-6679-7823
Helia KooshaFaculty of Engineering, University of Alberta, Edmonton, AB, Canada.ORCID http://orcid.org/0009-0003-8279-2872
Melita AvdagovskaSchool of Public Health, University of Alberta, Edmonton, AB, Canada.ORCID http://orcid.org/0000-0001-7932-4590
Maliheh HadizadehSchool of Public Health, University of Alberta, Edmonton, AB, Canada.ORCID http://orcid.org/0000-0002-7038-6450
David BigamDepartment of Surgery, University of Alberta, Edmonton, AB, Canada.ORCID http://orcid.org/0000-0003-2285-4173
Timothy GrahamDepartment of Emergency Medicine, University of Alberta, Edmonton, AB, Canada.ORCID http://orcid.org/0000-0001-7896-4561
Craig KuziemskyOffice of Research Services, MacEwan University, Edmonton, AB, Canada.ORCID http://orcid.org/0000-0003-3904-5372
Narmin KassamDepartment of Medicine, University of Alberta, 11-107 Clinical Sciences Building, 8440 112 Street NW, Edmonton, AB, T6B 2B7, Canada, 1 780-492-3318.ORCID http://orcid.org/0000-0002-9920-3849
Devidas MenonSchool of Public Health, University of Alberta, Edmonton, AB, Canada.ORCID http://orcid.org/0000-0002-4172-8634

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Studies suggest that the introduction of electronic health records (EHRs) has decreased the efficiency of clinical practice and increased clinician workload for US-based physicians. Most studies involve clinicians in primary care settings. Less is known about other health care settings, subspecialist clinicians, or whether markers of efficiency and workload change over time. Objective: This study aimed to describe 2 common metrics of after-hours use of the EHR (pajama time and time outside scheduled hours [TOSH]) among diverse specialists and track these parameters longitudinally in a Canadian setting. Methods: In this longitudinal descriptive study, medical and surgical specialists were observed starting from the introduction of a system-wide EHR in 2019 to 2022 at a large quaternary teaching hospital in Edmonton, Alberta. Pajama time and TOSH were extracted from the EHR on an Epic system platform and monitored over time. Clinicians were stratified according to clinical group (medical and surgical) and workload (clinical full-time equivalent). Results: A total of 71 medical and surgical specialists participated in this study, spending approximately 24 to 40 minutes per day on pajama time and 32 to 55 minutes per day on TOSH depending on clinician grouping. Both metrics increased over the observation period, as reflected in the longitudinal plots and the higher values observed at the end vs the beginning of follow-up. Conclusions: After-hours EHR use in this Canadian cohort of medical and surgical specialists was similar to what is reported in the US literature, although the drivers may be different. Perhaps surprisingly, these markers increased over time despite presumed improved familiarity with the EHR. The extent to which this affects clinician well-being and work-life integration cannot be determined from these results, although there may be cause for concern.

Indexed as

Electronic Health RecordsSpecializationAlbertaHumansLongitudinal StudiesWorkloadafter hoursburnoutCanadacliniciansEdmontonefficiencyEHRelectronic health recordEpichospitalinformaticslongitudinalmedicalpajama timequaternaryspecialistssurgicaltime outside scheduled hoursTOSHwell-beingworkflowworkload

Identifiers

PMID41984855
PMCPMC13082444

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.