Upper limb pain due to cervical hydatid cyst
Bibliographic record
Abstract
ENWEndNote BIBJabRef, Mendeley RISPapers, Reference Manager, RefWorks, Zotero AMA Rezaei R, Soroush N, Rezaee K, Zehi V. Upper limb pain due to cervical hydatid cyst. Kardiochirurgia i Torakochirurgia Polska/Polish Journal of Thoracic and Cardiovascular Surgery. 2021;18(2):121-123. doi:10.5114/kitp.2021.107477. APA Rezaei, R., Soroush, N., Rezaee, K., & Zehi, V. (2021). Upper limb pain due to cervical hydatid cyst. Kardiochirurgia i Torakochirurgia Polska/Polish Journal of Thoracic and Cardiovascular Surgery, 18(2), 121-123. https://doi.org/10.5114/kitp.2021.107477 Chicago Rezaei, Reza, Navid Soroush, Kazem Rezaee, and Vahid Zehi. 2021. "Upper limb pain due to cervical hydatid cyst". Kardiochirurgia i Torakochirurgia Polska/Polish Journal of Thoracic and Cardiovascular Surgery 18 (2): 121-123. doi:10.5114/kitp.2021.107477. Harvard Rezaei, R., Soroush, N., Rezaee, K., and Zehi, V. (2021). Upper limb pain due to cervical hydatid cyst. Kardiochirurgia i Torakochirurgia Polska/Polish Journal of Thoracic and Cardiovascular Surgery, 18(2), pp.121-123. https://doi.org/10.5114/kitp.2021.107477 MLA Rezaei, Reza et al. "Upper limb pain due to cervical hydatid cyst." Kardiochirurgia i Torakochirurgia Polska/Polish Journal of Thoracic and Cardiovascular Surgery, vol. 18, no. 2, 2021, pp. 121-123. doi:10.5114/kitp.2021.107477. Vancouver Rezaei R, Soroush N, Rezaee K, Zehi V. Upper limb pain due to cervical hydatid cyst. Kardiochirurgia i Torakochirurgia Polska/Polish Journal of Thoracic and Cardiovascular Surgery. 2021;18(2):121-123. doi:10.5114/kitp.2021.107477.
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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 | 0.005 | 0.004 |
| 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 | 0.000 |
| 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 teacher head, 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".