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Record W4394603203 · doi:10.7202/1110526ar

Le changement diversité comme réalité organisationnelle au Québec : étude exploratoire sur les déclencheurs et les particularités

2024· article· en· W4394603203 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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueHumain et Organisation · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicGender Diversity and Inequality
Canadian institutionsnot available
Fundersnot available
KeywordsPolitical science

Abstract

fetched live from OpenAlex

<p>Diversity management has become increasingly important. It refers to a set of activities designed to respond effectively to a diverse workforce, involving both the fight against discrimination and the valorization of differences as well as the unification of a diverse collective. Reflecting a demographic, sociological, and ideological reality, the consideration of diversity in organizations leads to a rethinking of certain managerial practices and entails fundamental transformations of the organization which leads to it being considered as a change in itself. If each organizational change seems different from the others, the consideration of diversity in organizations is no exception. It is described as a unique case of organizational change, whose process is both complex and dynamic, and is also described as permanent, non-linear, and multi-level. The objective of this exploratory research is to understand the approaches to change related to diversity taken by some organizations in Québec. This qualitative research is based on a sample of nine cases. The data collected from diversity consultants was analyzed with the Nvivo software. This research made it possible to identify a set of triggers for diversity change (i.e. internal and external environmental factors of an ethical, strategic, and legal nature) while emphasizing certain distinctive elements of this particular change (i.e. nature of the change processes and the logic of imposition). A discussion is presented on the relevance of a mixed change that reflects a dynamic and complex aspect instead of a static and linear approach. It shows a co-construction approach that underpins a cultural and global change consisting of an accumulation of micro-changes taking place at a rather slow pace.</p>

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.315
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0020.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
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 head0.214
GPT teacher head0.310
Teacher spread0.096 · 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