Synoviology: a new chapter entitled to joints care
Bibliographic record
Abstract
In order to extensively investigate on the synovial membrane – related diseases, we outlined a specific medical branch named “Synoviology”, targeted to the physiopathology and therapy of synovial membrane dysfunction. We searched Pubmed/Medline using the terms “synovial disease”, “therapy”, “synovial membrane”, “joints” and “drugs”, alone and combined. Selected papers from 1960 to 2015 were chosen based on their content (evidence-based quality and reliability). Clinical and experimental articles were included. Viscosupplementation with structurally different hyaluronic acid compounds, for restoration of the synovial membrane, and cartilage. The impact of other old and new medical treatments either locally or systemically administered was also included. Synoviology integrates biological, clinical and biochemical info for the progress of new therapeutic options in osteo-articular pathology.Asian Journal of Medical Sciences Vol.8(3) 2017 1-10
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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.005 | 0.004 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.003 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.057 | 0.015 |
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".