Case Study: On the Leading Edge of New Curricula Concepts: Systems and Safety in Nursing Education
Bibliographic record
Abstract
Baby Deaths Inquest Parents get last word as probe endsAfter two and a half years of testimony, the longest inquest in Canadian history -into the deaths of baby heart patients at Children's Hospital -will wrap up its hearings today.The parents of two of the infant victims and the lawyer acting for the parents will be the last to offer their suggestions and recommendations to associate chief provincial Judge Murray Sinclair this morning.After that, Sinclair, who has presided over 265 days of testimony from doctors, nurses, families and medical experts, will undertake the onerous task of reducing over 48,000 pages of transcripts into a formal set of recommendations aimed at the future safety of patients.… Financial pressures now share the bottom line with a second concern -patient safety.(Paul 1998) The Manitoba Paediatric Cardiac Surgery Inquest, known as the Winnipeg Inquest, examined the deaths of 12 children who had undergone cardiac surgery in 1994 at the Winnipeg Health Sciences Centre.The deaths and the events that led to them were "a tragic example of health care system design flaws and system failure … a high-profile example of the need for action in Canada on systems and patient safety."Justice Murray Sinclair, who oversaw the three-year inquest, wrote in his report that of the 12 children who died in the cardiac paediatric surgical unit at the Winnipeg Health Sciences Centre, at least five deaths were preventable, another four might have been prevented and only one death was not preventable (Sinclair 2001).
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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 | 0.003 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.003 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 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".