The Ontario New Graduate Nursing Initiative: An Exploratory Process Evaluation
Bibliographic record
Abstract
OBJECTIVE: To conduct an exploratory process evaluation of the Ontario Ministry of Health and Long-Term Care's (MOHLTC) New Graduate Nursing Initiative implemented by one home care agency. METHODS: Qualitative data were gathered online, stored electronically and then analyzed using an Affinity Diagram. RESULTS: Seven groupings of participants' comments were created: advertising and external information dissemination; orientation; internal dissemination; impact of the program; transition to the workforce; pay/benefits; and retention. Participants viewed many aspects of the program favourably but identified the following areas for improvement: comprehensibility of the Health Force Ontario website (advertising and external information); orientation of new graduates (orientation); and communication of information about the initiative to existing staff (internal dissemination). CONCLUSIONS: This exploratory study points to both strengths and weaknesses of the New Graduate Nursing Initiative. Further study of the implementation of this policy is recommended.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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".