Answer to the Teresa Pusiol comments to the paper “The association of tumor lymphocyte infiltration with clinico-pathological factor and survival in breast cancer” by Huszno <i>et al</i>.
Bibliographic record
Abstract
ENWEndNote BIBJabRef, Mendeley RISPapers, Reference Manager, RefWorks, Zotero AMA Huszno J, Zembala-Nożyńska E, Lange D, Kołosza Z, Nowara E. Answer to the Teresa Pusiol comments to the paper “The association of tumor lymphocyte infiltration with clinico-pathological factor and survival in breast cancer” by Huszno et al. Polish Journal of Pathology. 2017;68(3):269-269. doi:10.5114/pjp.2017.71537. APA Huszno, J., Zembala-Nożyńska, E., Lange, D., Kołosza, Z., & Nowara, E. (2017). Answer to the Teresa Pusiol comments to the paper “The association of tumor lymphocyte infiltration with clinico-pathological factor and survival in breast cancer” by Huszno et al. Polish Journal of Pathology, 68(3), 269-269. https://doi.org/10.5114/pjp.2017.71537 Chicago Huszno, Joanna, Ewa Zembala-Nożyńska, Dariusz Lange, Zofia Kołosza, and Elżbieta Nowara. 2017. "Answer to the Teresa Pusiol comments to the paper “The association of tumor lymphocyte infiltration with clinico-pathological factor and survival in breast cancer” by Huszno et al.". Polish Journal of Pathology 68 (3): 269-269. doi:10.5114/pjp.2017.71537. Harvard Huszno, J., Zembala-Nożyńska, E., Lange, D., Kołosza, Z., and Nowara, E. (2017). Answer to the Teresa Pusiol comments to the paper “The association of tumor lymphocyte infiltration with clinico-pathological factor and survival in breast cancer” by Huszno et al. Polish Journal of Pathology, 68(3), pp.269-269. https://doi.org/10.5114/pjp.2017.71537 MLA Huszno, Joanna et al. "Answer to the Teresa Pusiol comments to the paper “The association of tumor lymphocyte infiltration with clinico-pathological factor and survival in breast cancer” by Huszno et al." Polish Journal of Pathology, vol. 68, no. 3, 2017, pp. 269-269. doi:10.5114/pjp.2017.71537. Vancouver Huszno J, Zembala-Nożyńska E, Lange D, Kołosza Z, Nowara E. Answer to the Teresa Pusiol comments to the paper “The association of tumor lymphocyte infiltration with clinico-pathological factor and survival in breast cancer” by Huszno et al. Polish Journal of Pathology. 2017;68(3):269-269. doi:10.5114/pjp.2017.71537.
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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 | 0.005 | 0.067 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.003 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.008 | 0.009 |
| Insufficient payload (model declined to judge) | 0.066 | 0.030 |
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".