Bibliographic record
Abstract
The current issue of Revista Română de Studii Baltice şi Nordice / The Romanian Journal for Baltic and Nordic Studies gathers in its first part the syllabi of the courses taught during the Romanian summer school of Nordic and Baltic studies entitled “A piece of culture, a culture of peace” (CoolPeace), 2014 session. This summer school is an educational programme supported by a grant from Iceland, Liechtenstein and Norway. Financed under the measure “inter-institutional cooperation projects” of the EEA grants, the summer school is meant to strengthen the institutional cooperation at the level of higher education sector between all the partners involved: Valahia University of Târgovişte as the Project Promoter, the University of Agder, the University of Oslo, the Embassy of Lithuania in Romania, Peace Action Training and Research Institute of Romania and the Romanian Association for Baltic and Nordic Studies. The Programme Operator of the EEA Scholarship Programme in Romania is ANPCDEFP (the National Agency for Community Programmes in the Field of Education and Vocational Training).
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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 | 0.020 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.006 | 0.004 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.007 | 0.008 |
| Insufficient payload (model declined to judge) | 0.156 | 0.115 |
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".