Review of Deaths Occurring In Alberta During the 2009 Influenza Pandemic
Bibliographic record
Abstract
in collaboration with Alberta Health Services (AHS) and the Public Health Agency of Canada (PHAC), developed and deployed a case report form designed specifically for the collection and reporting of cases of severe respiratory illness (SRI), hospitalized laboratory confirmed and probable influenza cases, and related deaths. Directions were provided to AHS to report all hospitalized cases and deaths occurring among individuals known to have received a positive or probable laboratory result, regardless of the cause of the death. A total of 72 deaths were reported to AHW during the pandemic. As part of a review conducted by the Health Quality Council of Alberta (HQCA) it was determined that inter-provincial differences in A(H1N1)pdm09 associated deaths were difficult to interpret. In response to questions raised through the review, AHW informed the HQCA that it would undertake a review of reported deaths to determine the role A(H1N1)pdm09 played in the death.
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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 | 0.000 | 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 | 0.000 | 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) | 0.001 | 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".