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>.
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 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.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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