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Record W2146538825 · doi:10.1177/0093854803254432

Police Work, Burnout, and Pro-Organizational Behavior

2003· article· en· W2146538825 on OpenAlexaff
Andrea Kohan, Dwight Mazmanian

Bibliographic record

VenueCriminal Justice and Behavior · 2003
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicJob Satisfaction and Organizational Behavior
Canadian institutionsLakehead University
Fundersnot available
KeywordsBurnoutPsychologyOrganizational citizenship behaviorCoping (psychology)Social psychologyOrganizational commitmentPerceptionAffect (linguistics)Clinical psychology

Abstract

fetched live from OpenAlex

This study assessed officers' perceptions of daily work experiences (operational and organizational) and the nature of their associations with burnout and pro-organizational behavior (organizational citizenship behavior [OCB]). The moderating and mediating effects of dispositional affect and coping style were also considered. Findings showed that (a) appraisals of negative experiences (hassles) depended on frequency of exposure to the different facets of work, whereas positive organizational experiences (uplifts) were perceived as being more uplifting than operational ones; (b) burnout and OCB were more strongly associated with organizational experiences than with operational ones; and (c) only problem- and emotion-focused coping moderated, but did not mediate, associations, suggesting that chronic exposure to stressful events may act independently of disposition and that both coping styles may be beneficial.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.041
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
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 head0.027
GPT teacher head0.262
Teacher spread0.235 · 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 teacher head, not a consensus.

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

Citations88
Published2003
Admission routes1
Has abstractyes

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