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Record W3196681601 · doi:10.1007/s11266-021-00387-x

Emancipatory Social Innovation: Within and Beyond the Innovative Society

2021· article· en· W3196681601 on OpenAlex

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueVOLUNTAS International Journal of Voluntary and Nonprofit Organizations · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicInnovation, Technology, and Society
Canadian institutionsHEC Montréal
Fundersnot available
KeywordsPerformative utteranceTransformative learningSociologyAmbivalencePropositionCategorizationGovernment (linguistics)Social innovationEpistemologyKey (lock)Social sciencePublic relationsPolitical scienceSocial psychologyPedagogyComputer science

Abstract

fetched live from OpenAlex

Abstract Social innovation (SI) is a promising concept that has been developed and mobilized in academia, government policies, philanthropic programs, entrepreneurial projects. Scholars propose multiple conceptions and categorization of what is SI (trajectories, approaches, theoretical strands, paradigms, streams). Some recent work has also addressed the question of who is doing SI. In both cases, the what and the who remain the key characteristic of SI. Two approaches are confronted: one where SI is more presented as a concept that reproduces the neoliberal–capitalist societies; a second that conceives SI as a transformative and emancipatory pathway. With this article, I contribute to the possibilities to conceive SI as performative concept. My proposition is to analyze SI as a discourse with precise performative practices and apparatus. By doing so, it allows scholars and practitioners to better reflect and identify the effects, tensions and ambivalence and possibilities of SI. Moreover, it gives us few key aspects of what might constitute an emancipatory social 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.

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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
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 score0.667
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.003
Science and technology studies0.0010.001
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.016
GPT teacher head0.304
Teacher spread0.288 · 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