© 2000 Canadian Medical Association or its licensors CMAJ Specialty Spotlight Critical care
Bibliographic record
Abstract
Technology: Inhaled nitric oxide for the treatment of hypox-emic respiratory failure Use: Nitric oxide (NO) has been rapidly embraced by critical care physicians to treat hypoxemic lung diseases such as acute respiratory distress syndrome1 and, perhaps more rationally, persistent pulmonary hypertension in newborn infants.2 NO’s ultrashort half-life and its properties as a vasodilator make it a very good candidate, when inhaled, to improve ventilation– perfusion matching and reduce pulmonary artery pressures. History: The past decade has seen an explosion of studies re-lated to NO. Previously seen as a noxious pollutant and graded as a Class A poison, NO is now thought to play a vital role in many physiologic processes, including vasodilation, neurotransmision and inflammation. The discovery of NO’s biological functions arose from speculations of Robert Furch-
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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 | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.004 | 0.003 |
| Insufficient payload (model declined to judge) | 0.705 | 0.471 |
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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".