4-9\tAccès au droit et à la justice, lutte contre les discriminations sociales, perspectives africaines de protection et de promotion des droits des personnes vulnérables
Bibliographic record
Abstract
Chair: Bahati Mujinya, University of Ottawa (mudjibaha2@gmail.com)\nJean Bosco Nimubona, Université du Lac Tanganyika (jeanbosconimu@yahoo.fr) La protection juridique des personnes vivant avec le VIH SIDA au Burundi\nAlexis Manirakiza, Université du Burundi (alexis.manirakiza@ub.edu.bi) La mise en oeuvre du principe d'égalité de genre au Burundi: de l'importance de la prise en compte du contexte socioculturel en matière successorale\nBahati Mujinya, University of Ottawa (mudjibaha2@gmail.com) Les filles-soldats et le processus de réparation des crimes internationaux à travers l'exemple de l'Affaire le Procureur c. Thomas Lubanga à la Cour pénale internationale\nSalvator Havyarimana, University of Ottawa (havyarimanas@gmail.com) La Commission Vérité et réconciliation: avantages et inconvénients comme mécanisme de justice transitionelle. Cas de la CVR sud-africaine\nMeeting ID: 995 1938 5318
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.009 | 0.006 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.022 | 0.002 |
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".