In-vivo ultrasound assisted tissue engineered articular condyle
Bibliographic record
Abstract
The effects of (LIPUS) on in-vivo functional integration of autologus tissue engineered mandibular condyle (TEMC) for replacement of exercised temporomandibular articular condyles was evaluated. The bone marrow stem cells (BMSC) of rabbits, isolated from their femur bones, were differentiated into chondrogenic or osteogenic cells. The cells were seeded into collagen sponges housed into biodegradable extra-cellular matrix (ECM) scaffold to from TEMCs. The urinary bladder matrix extra-cellular matrix (UBM ECM) was then lyophilized and its six sheets were laminated by vacuum pressing. The left temporomandibular joint (TMJ) in each rabbit was exercised under general anesthesia and Xylazine at a rate of 1 mL/kg. The results show a comparable morphological and dimensional features of the TEMC and normal condyle.
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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 | 0.000 |
| 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 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".