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Record W3088693603

Les cégeps et le monde de l'innovation : au carrefour des dynamiques régionales et sectorielles?

2015· article· fr· W3088693603 on OpenAlexaboutno aff
Reda Bensouda, Guy Chiasson, Mohamed Lamine Doumbouya, Aziza Outghate

Bibliographic record

VenueBibliothèque et Archives nationales du Québec (Québec government) · 2015
Typearticle
Languagefr
FieldSocial Sciences
TopicRegional Development and Policy
Canadian institutionsnot available
Fundersnot available
KeywordsHumanitiesPolitical scienceSociologyArt
DOInot available

Abstract

fetched live from OpenAlex

Cet article porte sur la collaboration intersectorielle entre les cégeps et les petites et moyennes entreprises en recherche d’innovation dans le contexte québécois. La collaboration entre les institutions d’enseignement post-secondaires et les entreprises est reconnue comme une condition importante pour l’innovation et le développement à l’échelle des territoires. Toutefois, les travaux québécois qui se penchent sur la contribution spécifique des collèges à l’innovation sont rares et se sont surtout centrés sur les centres collégiaux de transfert de technologie (CCTT). Afin d’approfondir notre compréhension de la collaboration intersectorielle cégep et acteurs du développement, ce texte fera, dans un premier temps, un bref retour sur la littérature concernant le rôle des collèges dans les systèmes d’innovation. Par la suite, il s’attardera à la place des cégeps à deux échelles : tout d’abord à l’échelle des politiques québécoises de soutien à l’innovation et à l’échelle régionale à travers une étude exploratoire du cas de la région de l’Outaouais. Cette dernière étude de cas permet d’interroger comment les cégeps négocient leur espace de collaboration entre les logiques territoriales (régionales) et sectorielles de l’innovation.

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.005
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.676
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.005
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0010.001
Scholarly communication0.0010.002
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.044
GPT teacher head0.297
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 teacher head, not a consensus.

Study designTheoretical or conceptual
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

Citations0
Published2015
Admission routes1
Has abstractyes

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Same venueBibliothèque et Archives nationales du Québec (Québec government)Same topicRegional Development and PolicyFrench-language works237,207