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Record W2912522482 · doi:10.1093/police/pay106

‘One Person’s Evidence Is Another Person’s Nonsense’: Why Police Organizations Resist Evidence-Based Practices

2018· article· en· W2912522482 on OpenAlexaffabout
Hina Kalyal

Bibliographic record

VenuePolicing A Journal of Policy and Practice · 2018
Typearticle
Languageen
FieldHealth Professions
TopicHealth Policy Implementation Science
Canadian institutionsWestern University
Fundersnot available
KeywordsResistance (ecology)Public relationsSample (material)PoliticsQualitative researchPsychologyBusinessSocial psychologyPolitical scienceSociologyLaw

Abstract

fetched live from OpenAlex

Abstract Despite the noted importance of evidence-based policing (EBP) strategies, police organizations have been slow to adopt them. The present study aims to identify internal and external organizational factors that lead to resistance towards EBP. Qualitative data were obtained through in-depth interviews with 38 executive level police officers and members of police research organizations across Canada. Results reveal that resistance towards EBP is mainly due to organizational factors that arise from within the organization as well as external factors that are political in nature. Although the findings would be helpful for police organizations to reduce resistance to EBP, they must be interpreted with caution given the limited sample size preventing the generalization of results.

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)0.011
metaresearch head score (Gemma)0.225
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Meta-epidemiology (narrow), Science and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Commentary · Consensus signal: none
Teacher disagreement score0.518
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0110.225
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.003
Science and technology studies0.0030.001
Scholarly communication0.0000.004
Open science0.0010.000
Research integrity0.0000.001
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 head0.709
GPT teacher head0.646
Teacher spread0.063 · 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 designNot applicable
Domainnot available
GenreCommentary

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

Citations21
Published2018
Admission routes2
Has abstractyes

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