Brain Death in Canadian PICUs
Bibliographic record
Abstract
OBJECTIVES: To determine any discordance between first and second brain death examinations and investigate the quality of brain death determination in Canadian PICUs. DESIGN: Multicenter retrospective chart review. SETTING: Four Canadian PICUs. PATIENTS: All deaths from 1999 to 2003 were screened. Patients included were 36 wks corrected gestation to 17 yrs old and had at least one brain death examination documented in the chart. INTERVENTIONS: None. MEASUREMENTS AND MAIN RESULTS: Medical records were reviewed to determine demographics, results of the brain death examinations, ancillary tests, and time intervals between injury event, fixed dilated pupils, first brain death examination, second brain death examination, and terminal event. Discordance between brain death examinations was defined as the medical conclusion documented in the chart as brain death followed by no brain death. Prespecified subgroups were age <1 yr vs. ≥ 1 yr and organ donor vs. nonorgan donor. Mann-Whitney-Wilcoxon and unpaired t tests compared time intervals between subgroups; p value ≤ 0.05 was considered significant. Of those screened, 135 of 907 (15%) met the study eligibility criteria and 110 of 135 (81%) had at least two brain death examinations. The prevalence of discordance between brain death examinations was 1 of 110 (0.91%) (95% confidence interval <0.01%-5.5%). In those who had two apnea tests, the prevalence of discordance between brain death examinations was 1 of 63 (1.6%) (95% confidence interval <0.01%-9.3%). Twenty-five (19%) patients had only one brain death examination, and one of these became an organ donor without ancillary testing. Twenty-four (18%) patients did not have an apnea test. Of the 48 (36%) who had only one apnea test, 16 became organ donors without any ancillary test. Patients <1 yr old had a longer time interval between the first and second brain death examinations than those >1 yr old. CONCLUSIONS: Some brain death diagnoses were not based on two examinations, and some did not include an apnea test. In patients who had two brain death examinations, discordant results were uncommon.
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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 | 0.001 |
| 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".