Bouchra, M`Zali, Chantal Hervieux et Mohamed M`Hamdi, Un regard croisé d’experts et de chercheurs sur la RSE : d’un contexte global au contexte de pays émergents, Montréal, Les Éditions JFD inc., 2017, 329 p.
Bibliographic record
Abstract
La responsabilite sociale de l’entreprise (RSE) demeure aujourd’hui un sujet diversifie, avec des conceptions et definitions multiples. Qu’est-ce que la RSE ? Quel est son ancrage ? Le developpement d’une economie responsable, le management par la direction afin de respecter les regles de base de la societe avec ces lois et normes ethiques, ou encore gerer dans l’interet commun des associes, salaries, collaborateurs, etc. avec la preservation des biens communs, ou celui du droit social ou col...
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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 | 0.004 | 0.011 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.006 |
| Science and technology studies | 0.005 | 0.005 |
| Scholarly communication | 0.009 | 0.010 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.005 | 0.006 |
| Insufficient payload (model declined to judge) | 0.016 | 0.005 |
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".