The Declaration Montreal: Access to pain management is a fundamental human right
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
Chair Steering Committee IASP International Pain Summit, Former President IASP (1987–1990), Chair Australian Pain Summit, Board Member Pain Australia, Professor and Head Pain Management Research Institute, and Department of Anaesthesia and Pain Management, University of Sydney at Royal North North Shore Hospital, St. Leonards, NSW 2065, Australia Co-chair Canadian Pain Strategy and Summit Past President Canadian Pain Society, Professor Psychiatry, Anesthesiology and Pharmacology, Dalhousie University QEII, Health Sciences Centre, 4th Floor Dickson, 5820 University Avenue, Halifax, Nova Scotia, Canada B3H 1V7 E-mail address:[email protected] Tel.: +1 902 473 6428; fax: +1 902 473 4126 (clinical), +1 902 473 2739 (research).
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 | 0.018 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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