Associate Professor Eduard Neubauer: the first nephrologist in Slovak Republic.
Bibliographic record
Abstract
AssociateProfessor Eduard Neubauer, MD, PhD. worked from 1945 to the end of 1964 at the Department of Internal Medicine of Faculty Hospital and Medical School of P. J. afrik University in Kosice, which was led by Professor Frantiek Pr. During this period he was dealing with clinical and experimental nephrology, as the first in Kosice and in Slovak Republic also. In 1954 he founded the Clinical Nephrological Laboratory according to the model of Prague laboratories led by ProfessorJan Brod. He devoted himself to functional examination of kidneys. He was especially interested in clearance methods in the diagnosis and treatment of renal diseases and hypertension. He published altogether 55 scientific works in domestic and international journals. In December 1964 he left Czechoslovakia and went with his wife to Canada. After retirement he lived in Ottawa, where he died in 1983.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.050 | 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".