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DEPRESSÃO, ANSIEDADE E ESTRESSE

2025· article· pt· W4407688308 on OpenAlexfundno aff
Claudia Da Cruz Gomes, Adriano de Lemos Alves Peixoto

Bibliographic record

VenueRevista Brasileira de Segurança Pública · 2025
Typearticle
Languagept
FieldHealth Professions
TopicOccupational Health and Burnout
Canadian institutionsnot available
FundersMcGill University
KeywordsPsychology

Abstract

fetched live from OpenAlex

O objetivo deste estudo foi investigar a prevalência dos sintomas de transtornos mentais entre os Guardas Civis Municipais e analisar a relação entre os aspectos psicossociais do trabalho e o adoecimento psíquico. Trata-se de um estudo transversal, que utilizou como instrumentos a Depression, Anxiety and Stress Scale (DASS-21) e o Job Content Questionnaire (JCQ). Participaram 95 guardas. Os resultados indicaram baixa incidência de depressão (20%), ansiedade (19%) e estresse (19%) entre esses profissionais, e não há significância estatística nas comparações envolvendo os sintomas de transtornos mentais com os grupos controle sobre o trabalho, demandas físicas e suporte social. Conclui-se que, os níveis de adoecimento entre os guardas mostraram-se baixo, quando comparados com os índices apontados na literatura sobre essa temática faz-se necessário pensar nos problemas de saúde que acometem esses trabalhadores, para assim, minimizar e/ou evitar que este adoecimento sofra um aumento.

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)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Research integrity, Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.112
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.002
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.002
Science and technology studies0.0020.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0020.002

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 head0.039
GPT teacher head0.410
Teacher spread0.371 · 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; both teacher heads agree on what is shown here.

Study designObservational
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
Published2025
Admission routes1
Has abstractyes

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Same venueRevista Brasileira de Segurança PúblicaSame topicOccupational Health and BurnoutFrench-language works237,207