International Health Consumers in The Cochrane Collaboration
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
The Cochrane Consumer Network (CCNet) is an international organization of volunteers, operating through the Internet, to enhance the accessibility and relevance of Cochrane systematic reviews and to promote evidence-based health care through consumer and community participation. This article presents the accomplishments and challenges of involving consumers in The Cochrane Collaboration as indicated by 2 surveys (CCNet-led evaluation 2006 and External consultant-led evaluation 2009). While consumers are effectively involved in commenting on prepublished Cochrane systematic reviews, opportunities exist to strengthen consumer participation in prioritizing, producing, and disseminating Cochrane systematic reviews and in promoting greater understanding and application of evidence-based health care in various countries and cultures. It is important that consumer participation adds value for all involved in the process and that it is developed in partnership.
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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