Toronto Critical Care Medicine Symposium, 18-20 October 2001, Canada: research breakthroughs are not enough.
Bibliographic record
Abstract
At the 2001 Toronto Critical Care Medicine Symposium, exciting new research results were presented, including a randomized trial of peri-operative pulmonary-artery catheter use and evidence-based guidelines for the prevention of ventilator-acquired pneumonia. Presenters reviewed other important recent critical care developments such as (1) activated protein C and low-dose steroids in sepsis, (2) prone positioning and long-term outcomes in patients with adult respiratory distress syndrome, and (3) medical errors in the critical care unit. Along with these new findings, another theme emerged during the symposium. This theme emphasized that research breakthroughs are not sufficient in themselves: outcome studies are needed to learn how new research is applied on a large-scale basis within actual clinical practice. Furthermore, additional study is needed for an understanding of how physicians implement new research findings. Successful methods of enhancing the widespread adoption of new research require further study.
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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 | 0.004 | 0.005 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.003 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.009 | 0.010 |
| Insufficient payload (model declined to judge) | 0.040 | 0.008 |
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".