Re-evaluating the Transfusion Trigger: How Low Is Safe?
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
Concerns about transfusion-associated complications, in particular viral transmission, have motivated a more restrained pattern of clinical transfusion practice. This change in practice has allowed for an evaluation of the risks of withholding transfusion and the benefits of providing transfusion. The recognized risks of transfusion have declined, and this reduction in risks has been brought about by improved screening, better testing strategies and tests, and leuko-reduction at the time of donation. There are benefits to transfusion, in limiting hypoxic morbidity and mortality. These benefits are clearly evident only at very low levels of serum hemoglobin concentrations in healthy patients who tolerate moderate levels of anemia without morbidity. However, the benefits of transfusion are apparent at higher initial serum level concentrations in patients with cardiovascular disease who are less tolerant of anemia.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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