Evaluation of the presence and generalcharacterization of canalis sinuosus basedon cone-beam computed tomography images:a literature review
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
AMA Smala K, Miazek W, Moskwa M, Różyło-Kalinowska I, Futyma-Gąbka K, Piskórz M. Evaluation of the presence and general characterization of canalis sinuosus based on cone-beam computed tomography images: a literature review. Journal of Stomatology. 2023;76(4):287-294. doi:10.5114/jos.2023.133650. APA Smala, K., Miazek, W., Moskwa, M., Różyło-Kalinowska, I., Futyma-Gąbka, K., & Piskórz, M. (2023). Evaluation of the presence and general characterization of canalis sinuosus based on cone-beam computed tomography images: a literature review. Journal of Stomatology, 76(4), 287-294. https://doi.org/10.5114/jos.2023.133650 Chicago Smala, Kamila, Weronika Miazek, Maria Moskwa, Ingrid Różyło-Kalinowska, Karolina Futyma-Gąbka, and Magdalena Piskórz. 2023. "Evaluation of the presence and general characterization of canalis sinuosus based on cone-beam computed tomography images: a literature review". Journal of Stomatology 76 (4): 287-294. doi:10.5114/jos.2023.133650. Harvard Smala, K., Miazek, W., Moskwa, M., Różyło-Kalinowska, I., Futyma-Gąbka, K., and Piskórz, M. (2023). Evaluation of the presence and general characterization of canalis sinuosus based on cone-beam computed tomography images: a literature review. Journal of Stomatology, 76(4), pp.287-294. https://doi.org/10.5114/jos.2023.133650 MLA Smala, Kamila et al. "Evaluation of the presence and general characterization of canalis sinuosus based on cone-beam computed tomography images: a literature review." Journal of Stomatology, vol. 76, no. 4, 2023, pp. 287-294. doi:10.5114/jos.2023.133650. Vancouver Smala K, Miazek W, Moskwa M, Różyło-Kalinowska I, Futyma-Gąbka K, Piskórz M. Evaluation of the presence and general characterization of canalis sinuosus based on cone-beam computed tomography images: a literature review. Journal of Stomatology. 2023;76(4):287-294. doi:10.5114/jos.2023.133650.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| 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) | 0.000 | 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