Polymerization shrinkage effect on proximal contact tightness of composite restorations
Bibliographic record
Abstract
Hassan M. El-Shamy has completed his Ph.D. in Conservative Dentistry in 2008 from Ain Shams University, Egypt. He is assistant professor of operative dentistry at King Abdulaziz University, Saudi Arabia since 2011. He was a research assistant at University of Toronto, Faculty of Dentistry in 2008. He has published more than 4 papers in reputed journals. He shared in 88th, 89th and 90th general sessions of IADR/AADR as a presenter as well as several other international conferences. He is a member of Academy of Operative Dentistry, member of International Association for Dental Research IADR and member of Egyptian Dental Union. Polymerization shrinkage effect on proximal contact tightness of composite restorations
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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 | 0.000 | 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) | 0.002 | 0.002 |
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; both teacher heads agree on what is shown here.
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".