La diversité, un levier de performance : plaidoyer pour un management innovateur et créatif
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
L’historicité, la contextualité et la polysémie des notions de diversité et de performance expliquent l’hétérogénéité des conclusions auxquelles aboutissent les études empiriques qui en testent la relation. Les dimensions culturelles et temporelles, le type de management adopté, les modes d’intégration professionnelle, la conjoncture et le contexte intra-organisationnel influent sur la performance des équipes diversifiées. Afin de transmuer la diversité en levier de performance, les organisations sont invitées à concevoir des politiques diversité soucieuses d’inscrire le changement dans la durée (perspective sociétale), de promouvoir un management intégrateur attentif aux dimensions culturelles et identitaires (niveau organisationnel), de développer la pratique du mentoring et du leadership (échelon individuel).
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.017 | 0.004 |
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