The Museological scientific school in the context of culture of the late 20th and first quarter of the 21st centuries
Bibliographic record
Abstract
In the context of the manifestations of active interest in the issues of the foundation and functioning of museological scientific schools, questions about their relationship with trends in the field of culture are relevant. The proof is the inclusion of the direction "scientific schools of museology" in the passport of the scientific specialty "museum studies, conservation and restoration of historical and cultural objects". Considering existing scientific opinions about the immaturity of museology as a science, consideration of the issue of museological scientific schools in its contextual field seems more than relevant. An analysis of polar opinions on the possibility of establishing domestic museological scientific schools allows us to determine positive dynamics in the space of metamodern culture. The authors confirm the thesis that the subsequent development of each of the schools is associated with the recognition of the scientific ideas of their representatives by the scientific community, the contribution to the development of museology as a science, and the continuity of the directions of scientific research.
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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 | 0.003 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.008 | 0.021 |
| Scholarly communication | 0.010 | 0.004 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 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 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".