Evidence map›Paper›PMID 39693070›Full record

ArticleJAMA network open2024

Variation in Case Exposure During Internal Medicine Residency.

Andrew C L Lam, Brandon Tang, Chang Liu, Marwa F Ismail, Surain B Roberts, Matthew Wankiewicz, Anushka Lalwani, Daniel Schumacher, Benjamin Kinnear, Amol A Verma and 3 more

Abstract read
In one paragraph

Article in JAMA network open, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

  1. The Case for Educational Informatics in Graduate Medical Education.Journal of graduate medical education · 2026
    Article
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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

13 authors.

Andrew C L LamDepartment of Medicine, University of Toronto, Toronto, Ontario, Canada.
Brandon TangDivision of General Internal Medicine, Department of Medicine, University of Toronto, Toronto, Ontario, Canada.
Chang LiuLi Ka Shing Knowledge Institute, Unity Health, Toronto, Ontario, Canada.
Marwa F IsmailLi Ka Shing Knowledge Institute, Unity Health, Toronto, Ontario, Canada.
Surain B RobertsLi Ka Shing Knowledge Institute, Unity Health, Toronto, Ontario, Canada.
Matthew WankiewiczLi Ka Shing Knowledge Institute, Unity Health, Toronto, Ontario, Canada.
Anushka LalwaniLi Ka Shing Knowledge Institute, Unity Health, Toronto, Ontario, Canada.
Daniel SchumacherDepartment of Pediatrics, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio.
Benjamin KinnearDepartment of Pediatrics, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio.
Amol A VermaDepartment of Medicine, University of Toronto, Toronto, Ontario, Canada.
Fahad RazakDepartment of Medicine, University of Toronto, Toronto, Ontario, Canada.
Brian M WongDepartment of Medicine, University of Toronto, Toronto, Ontario, Canada.
Shiphra GinsburgDepartment of Medicine, University of Toronto, Toronto, Ontario, Canada.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Importance: Variation in residency case exposure affects resident learning and readiness for future practice. Accurate reporting of case exposure for internal medicine (IM) residents is challenging because feasible and reliable methods for linking patient care to residents are lacking. Objective: To develop an integrated education-clinical database to characterize and measure case exposure variability among IM residents. Design, Setting, and Participants: In this cohort study, an integrated educational-clinical database was developed by linking patients admitted during overnight IM in-hospital call shifts at 5 teaching hospitals to senior on-call residents. The senior resident, who directly cares for all overnight IM admissions, was linked to their patients by the admission date, time, and hospital. The database included IM residents enrolled between July 1, 2010, and December 31, 2019, in 1 Canadian IM residency. Analysis occurred between August 1, 2023, and June 30, 2024. Main Outcomes and Measures: Case exposure was defined by patient demographic characteristics, discharge diagnoses, volumes, acuity (eg, critical care transfer), medical complexity (eg, Charlson Comorbidity Index), and social determinants of health (eg, from long-term care). Residents were grouped into quartiles for each exposure measure, and the top and bottom quartiles were compared using standardized mean difference (SMD). Variation between hospitals was evaluated by calculating the SMD between the hospitals with the highest and lowest proportions for each measure. Variation over time was assessed using linear and logistic regression. Results: The integrated educational-clinical database included 143 632 admissions (median [IQR] age, 71 [55-83] years; 71 340 [49.7%] female) linked to 793 residents (median [IQR] admissions per shift, 8 [6-12]). At the resident level, there was substantial variation in case exposure for demographic characteristics, diagnoses, volumes, acuity, complexity, and social determinants. For example, residents in the highest quartile had nearly 4 times more admissions requiring critical care transfer compared with the lowest quartile (3071 of 30 228 [10.2%] vs 684 of 25 578 [2.7%]; SMD, 0.31). Hospital-level variation was also significant, particularly in patient volumes (busier hospital vs less busy hospital: median [IQR] admissions per shift, 10 [8-12] vs 7 [5-9]; SMD, 0.96). Over time, residents saw more median (IQR) admissions per shift (2010 vs 2019: 7.6 [6.6-8.4] vs 9.0 [7.6-10.0]; P = .04) and more complex patients (2010 vs 2019: Charlson Comorbidity Index ≥2, 3851 of 13 762 [28.0%] vs 2862 of 8188 [35.0%]; P = .03), while working similar shifts per year (median [IQR], 11 [8-14]). Conclusions: In this cohort study of IM residents in a Canadian residency program, significant variation in case exposure was found between residents, across sites, and over time.

Indexed as

Internal MedicineInternship and ResidencyAdultAgedCanadaCohort StudiesFemaleHospitals, TeachingHumansMaleMiddle Aged

Identifiers

PMID39693070
PMCPMC11656263

What OpenQuestion holds

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LicenceCC BY
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Registered trials

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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.