Community Health Clinical Education in Canada: Part 1 - "State of the Art"
Bibliographic record
Abstract
This paper presents the findings of a survey of community health clinical education in twenty-four Canadian pre-licensure baccalaureate nursing programs. A qualitative research design was used, involving a content analysis of Canadian course syllabi and supporting documents for community health courses. This study afforded a cross-sectional understanding of the "state of the art" of community health clinical education in Canadian schools of nursing. Clinical course conceptual approaches, course objectives, types of clinical sites, format and number of clinical hours, and methods of student evaluation are identified. The findings suggest the need for a national dialogue or consensus building exercise regarding curriculum content for community health nursing. Informing this dialogue are several strengths including the current focus on community health (as opposed to community-based) nursing education, and a solid socio-environmental perspective informing clinical learning and practice. The national data set generated by this study may have relevance to nursing programs globally.
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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 | 0.002 |
| 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.005 |
| 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".