The relationship of the lateral pterygoid muscle and articular disc to the retrodiscal tissue: A three dimensional analysis
Bibliographic record
Abstract
Hypothesis. An increased volume of the retrodiscal tissue will be found in specimens with anteriorly positioned articular discs. Purpose. To construct a 3-D computer model using macro-anatomical techniques to visualize and document the architecture of the lateral pterygoid (LP), articular disc and retrodiscal fibres and to quantify the retrodiscal apparatus. Methods. Ten human cadaveric specimens were dissected for optimal visualization of the LP, disc and retrodiscal tissue. Digitization was completed and the data was then reconstituted and modeled in 3-D using MAYA(TM). Results. The retrodiscal volumes ranged from 0.555 to 2.072 cm3 with a mean of 1.072 cm3. Retrodiscal volumes were significantly larger in specimens with discs that were anteriorly positioned (p
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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 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".