Extracorporeal Co2 Removal for Chronic Obstructive Pulmonary Disease
Bibliographic record
Abstract
Keenan Research Centre and Critical Care Department, St Michael's Hospital, Toronto, ON, Canada; and, Département de Réanimation Médicale et Médecine Hyperbare, LUNAM, Université d'Angers, CHU d'Angers, Angers, France Keenan Research Centre and Critical Care Department, St Michael's Hospital; and, Interdepartmental Division of Critical Care Medicine, University of Toronto, Toronto, ON, Canada * See also p. 120. Dr. Brochard consulted for Covidien (research on proportional assist ventilation [PAV]). His institution received grant support from Covidien (research on PAV), General Electric (research on functional residual capacity), and Maquet (research on neurally adjusted ventilatory assist). His institution has patents with and received support for the development of educational presentations from General Electric. Dr. Beloncle received grant support from the University Hospital of Angers.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.010 | 0.009 |
| Insufficient payload (model declined to judge) | 0.003 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), 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".