Ukrainian Popular Science in Habsburg Galicia, 1900-14
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
This paper historicizes the idea of “popular science” in the Ukrainian academic discourse in relation to contemporary approaches to “national science” (as “science proper”) and places special emphasis on the introduction of regular scientific lectures to public audiences in early twentieth century Habsburg Galicia. The Shevchenko Scientific Society was the central Ukrainian association of scholars and scientists at the time. Male-dominated, and increasingly dedicated to “Ukrainoznavstvo” (“Ukrainian studies”), the Shevchenko Scientific Society paid little attention to the popularization of scientific research. The Petro Mohyla Society for Ukrainian Scientific Lectures emerged in reaction to the Shevchenko Society. Its goal was to expand public awareness of the scientific work, and its members proceeded to organize regular public lectures all over Galicia between 1909 and 1914. This paper analyzes such popularization of science, propagated by the Petro Mohyla Society, and examines the lecture audiences with regard to their location, gender, and respective interests.
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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 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.001 | 0.002 |
| 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