Domain Coherence Within Knowledge Organization: People, Interacting Theoretically, Across Geopolitical and Cultural Boundaries
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
Domain analysis is the study of the evolution of discourse within research communities. Domain analytical studies of knowledge organization are here drawn together for meta-analysis to demonstrate coherence of theoretical poles within the domain. Despite geopolitical and cultural diversity, the domain shows theoretical coherence.L’analyse de domaine est l’étude de l’évolution du discours au sein d’une communauté de recherche. Les études sur l’analyse du domaine en organisation de l’information sont combinées aux fins d’une méta-analyse dans le but de démontrer la cohérence des pôles théoriques du domaine. Malgré la diversité géopolitique et culturelle, le domaine fait preuve de cohérence théorique.
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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 | 0.001 | 0.023 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.004 |
| Scholarly communication | 0.044 | 0.041 |
| Open science | 0.002 | 0.002 |
| 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