Expériences connues, vécues… mais rarement écrites
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
Cet article propose et poursuit l’analyse réflexive engagée par les sciences sociales sur les relations de collaboration entre les chercheurs du Nord et du Sud. Il s’agit notamment d’appréhender des rapports de partenariat à l’aune de situations en amont de la constitution formelle des cadres d’échanges « scientifiques ». Dans cette perspective, la défaillance progressive de la formation scientifique au Sud, conjuguée à des réseaux de clientélisme soutenus et entretenus par les collaborateurs du Nord et du Sud, ne favorise pas l’émergence de rapports de partenariats équitables. Si l’on considère le partenariat comme une construction, voire un processus, alors toute analyse sur le sujet devrait davantage s’intéresser aux énoncés explicites ainsi qu’aux non-dits qui colorent son inscription dans les relations de collaboration.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.003 | 0.006 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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