Life trajectories of three professors of the University of Ljubljana
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
The paper focuses on careers and life trajectories of three university professor of University of Ljubljana: Fran Ramovš (1890-1952, slavicist, assistant professor in University of Graz – 1917-1918, a professor at the University of Ljubljana – 1919-1950, rector of the University of Ljubljana – 1934/1935, president of the Slovene Academy of Sciences and Arts – 1950-1952), Maks Samec (1881-1964, chemist, a professor at the University of Ljubljana – 1919-1945, rector of University of Ljubljana – 1935-1937, purged from the University after Second World War but later became head of the newly established Institute of Chemistry at the Slovene Academy of Sciences and Arts – 1946-1964) and Ljudmila Dolar Mantuani (1906-1988, geologist, in 1940 became Assistant Professor, and before the end of the war in 1945 emigrated to Canada where she established herself in the private sector.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| 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 it