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Record W2465924621 · doi:10.4000/quaderni.977

Making sense of innovation: from weapon to instrument to buzzword

2016· article· en· W2465924621 on OpenAlexaff
Benoı̂t Godin

Bibliographic record

VenueQuaderni · 2016
Typearticle
Languageen
FieldSocial Sciences
TopicFrench Urban and Social Studies
Canadian institutionsInstitut National de la Recherche Scientifique
Fundersnot available
KeywordsHumanitiesPhilosophyCONTESTSloganPolitical scienceTheology

Abstract

fetched live from OpenAlex

L’innovation est un concept que chacun d’entre nous comprend spontanément – ou croit comprendre –, qu’à peu près tout chercheur utilise dans ses travaux et que chaque gouvernement épouse quand vient le temps d’élaborer des politiques économiques. Il n’en a pas toujours été ainsi. Pendant plus de 500 ans, l’innovation était un concept contesté et, depuis la Réforme, es­sentiellement péjoratif.L’historiographie du concept d’innovation reste à faire. Les rares et brèves réflexions sont actuellement em­preintes de mythes et de confusions conceptuelles. La présente communication propose une historiographie documentant les usages du concept au fil des siècles : polémiques, instrumentaux et théoriques. Plus particu­lièrement, on discutera quand, comment et pourquoi le concept est devenu, et ce en moins d’un siècle, une valeur et un slogan.

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)0.008
metaresearch head score (Gemma)0.013
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.017
Threshold uncertainty score0.059

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0080.013
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0040.004
Science and technology studies0.0060.051
Scholarly communication0.0170.021
Open science0.0010.007
Research integrity0.0040.005
Insufficient payload (model declined to judge)0.0060.001

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 head0.126
GPT teacher head0.334
Teacher spread0.208 · 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 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

Citations11
Published2016
Admission routes1
Has abstractyes

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