Behavioral Medicine Research Council (BMRC) Statement Papers: A New Approach to Consensus Building in Behavioral Medicine Science
Bibliographic record
Abstract
Journal Article Behavioral Medicine Research Council (BMRC) Statement Papers: A New Approach to Consensus Building in Behavioral Medicine Science Get access John M Ruiz, PhD, John M Ruiz, PhD College of Science, University of Arizona, Tucson, AZ, USA John M. Ruiz johnruiz@email.arizona.edu Search for other works by this author on: Oxford Academic Google Scholar Simon L Bacon, PhD, Simon L Bacon, PhD Department of Health, Kinesiology and Applied Physiology, Concordia University, Montreal, QC, Canada Search for other works by this author on: Oxford Academic Google Scholar Gary G Bennett, PhD, Gary G Bennett, PhD Trinity College of Arts and Sciences, Duke University, Durham, NC, USA Search for other works by this author on: Oxford Academic Google Scholar Elizabeth Brondolo, PhD, Elizabeth Brondolo, PhD College of Liberal Arts and Sciences, St. John’s University, New York, NY, USA Search for other works by this author on: Oxford Academic Google Scholar Susan M Czajkowski, PhD, Susan M Czajkowski, PhD Health Behaviors Research Branch, Behavioral Research Program, Division of Cancer Control and Population Sciences, National Cancer Institute, Bethesda, MD, USA Search for other works by this author on: Oxford Academic Google Scholar Karina W Davidson, PhD, MASc, Karina W Davidson, PhD, MASc Feinstein Institutes for Medical Research, Northwell Health, Manhasset, NY, USA Search for other works by this author on: Oxford Academic Google Scholar Elissa S Epel, PhD, Elissa S Epel, PhD Weill Institute for Neurosciences, School of Medicine, University of California, San Francisco, CA, USA Search for other works by this author on: Oxford Academic Google Scholar Tracey A Revenson, PhD on behalf of the Behavioral Medicine Research Council Tracey A Revenson, PhD Department of Psychology, Hunter College and The Graduate Center, New York, NY, USA Search for other works by this author on: Oxford Academic Google Scholar Annals of Behavioral Medicine, Volume 57, Issue 5, May 2023, Pages 355–356, https://doi.org/10.1093/abm/kaac038 Published: 03 April 2023
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How this classification was reachedexpand
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 | 0.034 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.004 | 0.000 |
| Bibliometrics | 0.005 | 0.009 |
| Science and technology studies | 0.001 | 0.012 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.004 | 0.001 |
| Research integrity | 0.002 | 0.006 |
| Insufficient payload (model declined to judge) | 0.005 | 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 itClassification
machine, unvalidatedMachine predicted; both teacher heads 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".