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Record W2153155394 · doi:10.7202/032401ar

La santé mentale au travail : pour une compréhension de cet enjeu de santé publique

2007· article· fr· W2153155394 on OpenAlexvenueno aff

Bibliographic record

VenueSanté mentale au Québec · 2007
Typearticle
Languagefr
FieldHealth Professions
TopicWorkplace Health and Well-being
Canadian institutionsnot available
Fundersnot available
KeywordsPolitical science

Abstract

fetched live from OpenAlex

The Western countries, mental health problems are increasing and represent one of the major causes of morbidity of the population with an annual prevalence varying from 15 to 25%. Consequences of this morbidity are more importantly felt on the working capacity of individuals. Several elements linked particularly to the evolution of the organization and working conditions in the course of the last years incriminate the workplace in explaining the origin of this new "epidemic". If there is a relative unanimity on the importance of mental health problems at work, it is not the case with the understanding of the origin of these problems and, consequently, of the strategies to put in place to counter them. Of the entire studies that have attempted to explain this phenomenon, three approaches are considered: the causalist approach, the cognitivist approach and finally, the psychodynamic approach. Even if the cognitivist approach allows the understand why some stress factors identified by the causalist approach can be pathogenic, it appears a bit reductionist by linking mental health problems at work with the failure of people's efforts of adaptation. Contrarily on the cognitivist interpretation and to individual actions which brings us to the approach to stress, the psychodynamic of work leads to a questioning of the intelligibility of the organizational origin of mental health problems at work, by analyzing the dynamic and evolutive interface between the objectives pursued by the individual, the organization and the working group.

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)0.004
metaresearch head score (Gemma)0.006
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: none
Teacher disagreement score0.188
Threshold uncertainty score0.374

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.006
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0040.003
Science and technology studies0.0030.010
Scholarly communication0.0090.007
Open science0.0020.002
Research integrity0.0080.010
Insufficient payload (model declined to judge)0.0080.002

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 head0.020
GPT teacher head0.365
Teacher spread0.345 · 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

Citations11
Published2007
Admission routes1
Has abstractyes

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