Bibliographic record
Abstract
of guidelines for in-dustry-sponsored clinical trial and epi-demiology contract research in Canada in collaboration with 6 multinational vaccine manufacturers.5 These guide-lines describe the roles of the academic and public health investigator in proto-col development, access to data, data management, data analysis, creation of the study report and publication in peer-reviewed journals. The guidelines conform to the recommendations of the ICMJE and aim to ensure that the academic or public health investigators have full and unrestricted access to data and play a leading role in the publica-tion of study results. We hope that these guidelines will address the defi-ciencies documented in recent evalua-tions of clinical trial agreements and will serve as a model for the interaction between academia, public health and the pharmaceutical industry.
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.
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 | 0.224 | 0.209 |
| Meta-epidemiology (narrow) | 0.002 | 0.004 |
| Meta-epidemiology (broad) | 0.004 | 0.006 |
| Bibliometrics | 0.014 | 0.016 |
| Science and technology studies | 0.007 | 0.006 |
| Scholarly communication | 0.014 | 0.004 |
| Open science | 0.018 | 0.008 |
| Research integrity | 0.019 | 0.020 |
| Insufficient payload (model declined to judge) | 0.015 | 0.011 |
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".