International variations in infection supportive care practices for paediatric patients with acute myeloid leukaemia
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
This study described infection-related supportive care practices amongst centres participating in two large paediatric acute myeloid leukaemia (AML) cooperative groups, Children's Oncology Group (COG) and Berlin-Frankfurt-Muenster (BFM). We surveyed 216 COG and 55 BFM institutions. The overall survey response rate was 83.8%. Antibacterial prophylaxis was more common among BFM (15/46, 32.6%) compared to COG (24/180, 13.3%, P < 0.0001) institutions. Antifungal prophylaxis also was more common among BFM (42/46, 91.3%) compared to COG (137/178, 77.0%, P = 0.03). There were systematic differences in infection-related supportive care practices. This information may be used to encourage harmonization of supportive care practices and future randomized trials.
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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) | 0.000 | 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 it