A novel oral hPTH(1-34) unveils the promise of modeling-based anabolism with no increase in bone remodeling
Bibliographic record
Abstract
Journal Article Corrected proof A novel oral hPTH(1-34) unveils the promise of modeling-based anabolism with no increase in bone remodeling Get access Jacques P Brown Jacques P Brown Department of Medicine, Université Laval, Quebec, Quebec G1V 0A6, CanadaInfectious and Immune Diseases Axis, CHU de Québec-Université Laval Research Centre, Quebec, Quebec G1V 4G2, Canada Corresponding author: Jacques P. Brown, Department of Medicine, Université Laval, Quebec, Canada (jacques.brown@crchudequebec.ulaval.ca). https://orcid.org/0000-0003-1910-788X Search for other works by this author on: Oxford Academic Google Scholar Journal of Bone and Mineral Research, zjae080, https://doi.org/10.1093/jbmr/zjae080 Published: 01 June 2024 Article history Received: 04 April 2024 Revision received: 21 April 2024 Accepted: 02 May 2024 Published: 01 June 2024 Corrected and typeset: 12 June 2024
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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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".