Qualitative Assessment of the Impact of Health Care Reform on the Availability of Clinicians for Preclinical Medical Instruction
Bibliographic record
Abstract
PURPOSE: Over the past 5 years, Calgary clinicians experienced the restructuring of health care delivery and a move to a presentation-based curriculum at the University of Calgary. Course coordinators have noted increased difficulty in recruiting clinical lecturers at the preclinical undergraduate level. This study was designed to evaluate the relative importance of factors that may influence the time clinicians spend teaching at this level. SUMMARY: This descriptive survey was conducted within the University of Calgary, Faculty of Medicine, a teaching institution affiliated with the Calgary Regional Health Authority, which is responsible for the delivery of health care within the City of Calgary. Basic scientists, residents, and adjunct medical professionals were excluded from a list of lecturers for the academic year 1996-97, leaving a target population of 386. Respondents were stratified according to university appointment, specialty, type of medical training, and hours taught in the 1996-97 academic year. Dependent variables included the financial constraints, time constraints, health care reform, changes in the undergraduate medical education curriculum, and lack of recognition on availability for teaching. Written comments were also categorized and analyzed according to the same variables. A response rate of 79% (n = 305) was achieved. Of the respondents, 52% agreed that recent reform has made it more difficult to teach; full-time faculty were less likely to agree compared to non-full-time faculty (60% vs. 44%; nonparametric median test, chi 2 = 6.18, p = .046). Twice as many family physicians reported that financial constraint was a factor (66%) when compared to other specialists, whereas relatively few full-time faculty noted it to be a concern (12%) when compared to major part-time (43%) and non-full-time/major part-time appointees (66%; chi 2 = 23.4, p < .0001). Clinicians reporting the most teaching hours (more than 30) were most likely to describe an increase in teaching hours (61%). Nonfaculty members were less aware of the recent curricular changes (73%); however, more family physicians felt that these changes had a positive impact on willingness to teach (10%) compared to surgical (8%) and nonsurgical specialists (9%; chi 2 = 6.07, p = .048). Forty-five percent of respondents agreed that they would be more willing to teach if offered some from of recognition. Two thirds of written comments suggested that recognition should be nonmonetary (e.g., faculty promotion, acknowledgment). CONCLUSIONS: The experience at the University of Calgary suggests that availability of teachers for preclinical undergraduate medical education has diminished as a result of health care reform. Family physicians have been affected the most, and the clinical environment will make it even more difficult to involve this important group of teachers in undergraduate medical education.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.018 | 0.019 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".