Communicable disease prevention and control program structure in Eastern Nova Scotia / by Mary Musgrave.
Bibliographic record
Abstract
Public health nursing services and programs are intended to improve the health of the \npopulation. These services must be evaluated to achieve this goal. Healthcare system changes in \n2004 lead to two separate reviews of the Communicable Disease Prevention and Control (CDPC) \nprogram in eastern Nova Scotia. The recommendations from both reviews resulted in the \ndevelopment of a temporary CDPC program structure. The purpose of this paper is to provide an \noutline of the key findings and recommendations from both reviews and the resulting CDPC \nstructure in eastern Nova Scotia. The literature review will outline a brief history of public health \nnursing, the current role of public health nurses, the generalist and focused public health nursing \nservice models, and implications for future public health nursing roles. This paper will lay the \nfoundation for future and more in-depth evaluations of the current CDPC program in eastern \nNova Scotia.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.039 | 0.005 |
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 source (direct Gemma or distilled Codex), 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".