Ophthalmic evaluation in patients after simultaneous pancreas-kidney transplantation (SPK) due to complications of type 1 diabetes mellitus, and in type 1 diabetic patients assessed for eligibility for SPK
Bibliographic record
Abstract
AMA Shein A, Durlik M, Malukiewicz G. Ophthalmic evaluation in patients after simultaneous pancreas-kidney transplantation (SPK) due to complications of type 1 diabetes mellitus, and in type 1 diabetic patients assessed for eligibility for SPK. Klinika Oczna / Acta Ophthalmologica Polonica. 2023;125(1):17-26. doi:10.5114/ko.2023.126356. APA Shein, A., Durlik, M., & Malukiewicz, G. (2023). Ophthalmic evaluation in patients after simultaneous pancreas-kidney transplantation (SPK) due to complications of type 1 diabetes mellitus, and in type 1 diabetic patients assessed for eligibility for SPK. Klinika Oczna / Acta Ophthalmologica Polonica, 125(1), 17-26. https://doi.org/10.5114/ko.2023.126356 Chicago Shein, Agnieszka, Marek Durlik, and Grażyna Malukiewicz. 2023. "Ophthalmic evaluation in patients after simultaneous pancreas-kidney transplantation (SPK) due to complications of type 1 diabetes mellitus, and in type 1 diabetic patients assessed for eligibility for SPK". Klinika Oczna / Acta Ophthalmologica Polonica 125 (1): 17-26. doi:10.5114/ko.2023.126356. Harvard Shein, A., Durlik, M., and Malukiewicz, G. (2023). Ophthalmic evaluation in patients after simultaneous pancreas-kidney transplantation (SPK) due to complications of type 1 diabetes mellitus, and in type 1 diabetic patients assessed for eligibility for SPK. Klinika Oczna / Acta Ophthalmologica Polonica, 125(1), pp.17-26. https://doi.org/10.5114/ko.2023.126356 MLA Shein, Agnieszka et al. "Ophthalmic evaluation in patients after simultaneous pancreas-kidney transplantation (SPK) due to complications of type 1 diabetes mellitus, and in type 1 diabetic patients assessed for eligibility for SPK." Klinika Oczna / Acta Ophthalmologica Polonica, vol. 125, no. 1, 2023, pp. 17-26. doi:10.5114/ko.2023.126356. Vancouver Shein A, Durlik M, Malukiewicz G. Ophthalmic evaluation in patients after simultaneous pancreas-kidney transplantation (SPK) due to complications of type 1 diabetes mellitus, and in type 1 diabetic patients assessed for eligibility for SPK. Klinika Oczna / Acta Ophthalmologica Polonica. 2023;125(1):17-26. doi:10.5114/ko.2023.126356.
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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 | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 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) | 0.000 | 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 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".