The Beginning of the Research Stream in Family Medicine Residency Program at McMaster University
Bibliographic record
Abstract
BACKGROUND: To examine research background, attitudes, knowledge and skills of family medicine residents with regard to primary care research and to compare residents who elected to participate in the research stream with those who did not. METHODS: Mailed survey of Family Medicine residents at McMaster University in 1998, 70% (52/74) of whom responded. The main outcome measures consisted of research background; attitudes towards primary care research and research activities during residency program; knowledge and skills in applying it in biostatistics, epidemiology, and research design. RESULTS: The vast majority of the residents reported previous research experience and/or some training in epidemiology and biostatistics. Residents in the research stream were more likely to be female and were positive towards primary care research: they were more interested in research, more interested in obtaining more research training while a resident, and placed more importance on developing research early in medical education. The research stream residents had stronger views regarding perceived lack of support staff and lack of time for research. There were no statistically significant differences between the research stream and other residents in terms of research knowledge and skills in applying it. CONCLUSIONS: Attitudes towards research rather than research knowledge or skills seemed to distinguish those selecting to be in our new research stream at the inception.
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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 | 0.007 | 0.127 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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".