Histomorphometric analysis of the effect of therapeutic ultrasound on the dentoalveolar structures during orthodontic force application in-vitro
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The histomorphometric analysis was carried out to determine the effect of therapeutic ultrasound on the dentoalveolar structures during orthodontic force application. Low intensity pulsed ultrasound (LIPUS) can enhance bone growth into titanium porous-coated implants and improve bone healing after fractures. LIPUS also can enhance mandibular growth in patients with hemifacial microsomia. The study used mandibles dissected from a old male SD rats by cervical dislocation and transverse sections was cut about 1.5 mm thickness. The study also used a 0.006 inch diamond wafer saw to cut the mandibles. It was observed during the study that an alternation of mRNA expression of alkaline phosphatase or an increase in matrix production of cementoblasts can cause an increase in cementum thickness.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.004 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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 it