MétaCan
Menu
Back to cohort
Record W4206174041 · doi:10.29173/cjnser.2021v12n2a552

La succession d’entreprise : une occasion de coopérer

2021· article· fr· W4206174041 on OpenAlexaffvenue
Claude-André Guillotte, Anne-Marie Merrien, Josée Charbonneau, Étienne Fouquet

Bibliographic record

VenueCanadian journal of nonprofit and social economy research · 2021
Typearticle
Languagefr
FieldBusiness, Management and Accounting
TopicBusiness Strategy and Innovation
Canadian institutionsUniversité de Sherbrooke
Fundersnot available
KeywordsHumanitiesPolitical scienceArtPhilosophyEthnologySociology

Abstract

fetched live from OpenAlex

Les petites et moyennes entreprises (PME) représentent la très grande majorité du tissu économique québécois. Des études récentes soulignent l’importance d’assurer la succession de ces PME dans les années à venir. L’option collective de la conversion en coopérative rend possible la continuité de ces entreprises et permet de sauver les emplois qu’elles offrent. Cette option de reprise implique le transfert des actifs et des activités de l’entreprise à ses employés ou à des membres de la communauté regroupés sous la formule juridique coopérative. Malheureusement, on a généralement négligé cette option, ce qui constitue une occasion manquée pour les communautés. Depuis 1980, pourtant, 106 coo- pératives ont repris une entreprise au Québec afin d’assurer sa pérennité sous ce nouveau statut. Les données montrent que, au 1 juillet 2021, 96% des coopératives ayant subi de telles prises de contrôle existent encore. Cette durabilité, y compris la préservation d’emplois et de l’activité économique locale qui s’y rattachent, est une bonne raison d’explorer l’utilité du modèle coopératif pour la reprise d’entreprises.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.004
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.250
Threshold uncertainty score0.497

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0090.003
Scholarly communication0.0030.001
Open science0.0010.003
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0100.001

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.

Opus teacher head0.060
GPT teacher head0.313
Teacher spread0.253 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreEmpirical

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".

Quick stats

Citations1
Published2021
Admission routes2
Has abstractyes

Explore more

Same venueCanadian journal of nonprofit and social economy researchSame topicBusiness Strategy and InnovationFrench-language works237,207