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
Mechanical ventilation is the commonest form of advanced life support in the intensive care unit (ICU); it is also the support most frequently withdrawn in anticipation of death. The factors associated with a physician’s decision to withdraw ventilatory support in the ICU are unclear. The authors conducted a prospective multicentric study among adult patients (18 years of age) receiving mechanical ventilation in 15 ICUs (11 in Canada, 2 in the USA, and 1 each in Sweden and Australia). Data regarding factors that could possibly affect the decision to withdraw ventilatory support were recorded, which included age and sex of the patient, diagnosis at admission, the Acute Physiology and Chronic Health Evaluation (APACHE II) score, Multiple Organ Dysfunction Score (MODS), use of inotropes or vasopressors, haemodialysis, and do-not-resuscitate orders; attend-ing physician’s prediction of likelihood of patient’s survival, pro-
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.002 |
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