Role of uniportal video-assisted thoracoscopic surgeryin the management of penetrating thoracic injuries
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
ENWEndNote BIBJabRef, Mendeley RISPapers, Reference Manager, RefWorks, Zotero AMA Alshehab D, AlGhunaim E, AlOtaibi FH, et al. Role of uniportal video-assisted thoracoscopic surgery in the management of penetrating thoracic injuries. Kardiochirurgia i Torakochirurgia Polska/Polish Journal of Thoracic and Cardiovascular Surgery. 2022;19(3):155-157. doi:10.5114/kitp.2022.119765. APA Alshehab, D., AlGhunaim, E., AlOtaibi, F. H., Aleid, Y., AlElewah, A., & Sotis, R. et al. (2022). Role of uniportal video-assisted thoracoscopic surgery in the management of penetrating thoracic injuries. Kardiochirurgia i Torakochirurgia Polska/Polish Journal of Thoracic and Cardiovascular Surgery, 19(3), 155-157. https://doi.org/10.5114/kitp.2022.119765 Chicago Alshehab, Derar, Essa AlGhunaim, Faisal H AlOtaibi, Yousef Aleid, Abdullah AlElewah, Rodolfo Sotis, and Hussain AlShimali. 2022. "Role of uniportal video-assisted thoracoscopic surgery in the management of penetrating thoracic injuries". Kardiochirurgia i Torakochirurgia Polska/Polish Journal of Thoracic and Cardiovascular Surgery 19 (3): 155-157. doi:10.5114/kitp.2022.119765. Harvard Alshehab, D., AlGhunaim, E., AlOtaibi, F., Aleid, Y., AlElewah, A., Sotis, R., and AlShimali, H. (2022). Role of uniportal video-assisted thoracoscopic surgery in the management of penetrating thoracic injuries. Kardiochirurgia i Torakochirurgia Polska/Polish Journal of Thoracic and Cardiovascular Surgery, 19(3), pp.155-157. https://doi.org/10.5114/kitp.2022.119765 MLA Alshehab, Derar et al. "Role of uniportal video-assisted thoracoscopic surgery in the management of penetrating thoracic injuries." Kardiochirurgia i Torakochirurgia Polska/Polish Journal of Thoracic and Cardiovascular Surgery, vol. 19, no. 3, 2022, pp. 155-157. doi:10.5114/kitp.2022.119765. Vancouver Alshehab D, AlGhunaim E, AlOtaibi F, Aleid Y, AlElewah A, Sotis R et al. Role of uniportal video-assisted thoracoscopic surgery in the management of penetrating thoracic injuries. Kardiochirurgia i Torakochirurgia Polska/Polish Journal of Thoracic and Cardiovascular Surgery. 2022;19(3):155-157. doi:10.5114/kitp.2022.119765.
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 | 0.006 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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