HISTORIA KARDIO- I TORAKOCHIRURGII Polski wkład w poznanie patofizjologii i anatomii tetralogii Fallota – praca Oskara Widmanna z 1881 roku
Bibliographic record
Abstract
AMA Haponiuk I, Skalski J, Gierat-Haponiuk K. HISTORIA KARDIO- I TORAKOCHIRURGIIPolski wkład w poznanie patofizjologii i anatomii tetralogii Fallota – praca Oskara Widmanna z 1881 roku. Kardiochirurgia i Torakochirurgia Polska/Polish Journal of Thoracic and Cardiovascular Surgery. 2012;9(3):391-393. doi:10.5114/kitp.2012.30856. APA Haponiuk, I., Skalski, J., & Gierat-Haponiuk, K. (2012). HISTORIA KARDIO- I TORAKOCHIRURGIIPolski wkład w poznanie patofizjologii i anatomii tetralogii Fallota – praca Oskara Widmanna z 1881 roku. Kardiochirurgia i Torakochirurgia Polska/Polish Journal of Thoracic and Cardiovascular Surgery, 9(3), 391-393. https://doi.org/10.5114/kitp.2012.30856 Chicago Haponiuk, Ireneusz, Janusz H. Skalski, and Katarzyna Gierat-Haponiuk. 2012. "HISTORIA KARDIO- I TORAKOCHIRURGIIPolski wkład w poznanie patofizjologii i anatomii tetralogii Fallota – praca Oskara Widmanna z 1881 roku". Kardiochirurgia i Torakochirurgia Polska/Polish Journal of Thoracic and Cardiovascular Surgery 9 (3): 391-393. doi:10.5114/kitp.2012.30856. Harvard Haponiuk, I., Skalski, J., and Gierat-Haponiuk, K. (2012). HISTORIA KARDIO- I TORAKOCHIRURGIIPolski wkład w poznanie patofizjologii i anatomii tetralogii Fallota – praca Oskara Widmanna z 1881 roku. Kardiochirurgia i Torakochirurgia Polska/Polish Journal of Thoracic and Cardiovascular Surgery, 9(3), pp.391-393. https://doi.org/10.5114/kitp.2012.30856 MLA Haponiuk, Ireneusz et al. "HISTORIA KARDIO- I TORAKOCHIRURGIIPolski wkład w poznanie patofizjologii i anatomii tetralogii Fallota – praca Oskara Widmanna z 1881 roku." Kardiochirurgia i Torakochirurgia Polska/Polish Journal of Thoracic and Cardiovascular Surgery, vol. 9, no. 3, 2012, pp. 391-393. doi:10.5114/kitp.2012.30856. Vancouver Haponiuk I, Skalski J, Gierat-Haponiuk K. HISTORIA KARDIO- I TORAKOCHIRURGIIPolski wkład w poznanie patofizjologii i anatomii tetralogii Fallota – praca Oskara Widmanna z 1881 roku. Kardiochirurgia i Torakochirurgia Polska/Polish Journal of Thoracic and Cardiovascular Surgery. 2012;9(3):391-393. doi:10.5114/kitp.2012.30856.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.002 | 0.003 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.012 | 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; a candidate call from one source (direct Gemma or distilled Codex), 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".