MétaCan
Menu
Back to cohort
Record W7048848908

Medical students’ perspectives of their clinical comfort and curriculum for acute pain management

2018· other· en· W7048848908 on OpenAlexfundaboutno aff

Bibliographic record

VenueDove Medical Press (Taylor and Francis Group) · 2018
Typeother
Languageen
FieldPhysics and Astronomy
TopicMagnetic confinement fusion research
Canadian institutionsnot available
FundersUniversity of Alberta
KeywordsCurriculumAcute painComplaintPain managementMEDLINEHealth professionalsMedical school
DOInot available

Abstract

fetched live from OpenAlex

Uyen Evelyn Tran,1 Janeva Kircher,2,3 Priya Jaggi,2 Hollis Lai,1 Tracey Hillier,1,4 Samina Ali3,5 1Undergraduate Medical Education, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, Alberta, Canada; 2Department of Emergency Medicine, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, Alberta, Canada; 3Department of Pediatrics, Faculty of Medicine and Dentistry, University of Alberta, Edmonton, Alberta, Canada; 4Department of Radiology & Diagnostic Imaging, University of Alberta, Edmonton, Alberta, Canada; 5Women and Children’s Health Research Institute, Edmonton, Alberta, Canada Objectives: Acute pain is a common presenting complaint in health care. Yet, undertreatment of pain remains a prevailing issue that often results in poor short- and long-term patient outcomes. To address this problem, initiatives to improve teaching on pain management need to begin in medical school. In this study, we aimed to describe medical students’ perspectives of their curriculum, comfort levels, and most effective pain teaching modalities. Materials and methods: A cross-sectional, online survey was distributed to medical students at the University of Alberta (Edmonton, Canada) from late May to early July 2015. Data were collected from pre-clerkship (year 1 and 2) and clerkship (year 3 and 4) medical students for demographic characteristics, knowledge, comfort, and attitudes regarding acute pain management. Results: A total of 124/670 (19.6%) surveys were returned. Students recalled a median of 2 (interquartile range [IQR]=4), 5 (IQR=3.75), 4 (IQR=8), and 3 (IQR=3.75) hours of formal pain education from first to forth year, respectively. Clerkship students were more comfortable than pre-clerks with treating adult pain (52.1% of pre-clerks “uncomfortable” versus 22.9% of clerks, p<0.001), and overall, the majority of students were uncomfortable with managing pediatric pain (87.6% [64/73] pre-clerks and 75.0% [36/48] clerks were “uncomfortable”). For delivery of pain-related education, the majority of pre-clerks reported lectures as most effective (51.7%), whereas clerks chose bedside instruction (43.7%) and small group sessions (23.9%). Notably, 54.2%, 39.6%, and 56.2% of clerks reported incorrect doses of acetaminophen, ibuprofen, and morphine, respectively, for adults. For children, 54.2%, 54.2%, and 78.7% of clerks reported incorrect doses for these same medications. Conclusion: Medical students recall few hours of training in pain management and report discomfort in treating and assessing both adult and (more so) pediatric pain. Strategies are needed to improve education for future physicians regarding pain management. Keywords: analgesia, undergraduate, curriculum, medical education, survey

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.008
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.059
Threshold uncertainty score0.118

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.008
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0030.002
Scholarly communication0.0030.001
Open science0.0010.002
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0070.001

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.019
GPT teacher head0.354
Teacher spread0.335 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2018
Admission routes2
Has abstractyes

Explore more

Same venueDove Medical Press (Taylor and Francis Group)Same topicMagnetic confinement fusion researchFrench-language works237,207