{"id":"W2795783550","doi":"10.1177/0032258x17740317","title":"Change or be changed: Diagnosing the readiness to change in the Canadian police sector","year":2017,"lang":"en","type":"article","venue":"The Police Journal Theory Practice and Principles","topic":"Policing Practices and Perceptions","field":"Social Sciences","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Carleton University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Emic and etic; Public relations; Change management (ITSM); Service (business); Culture change; Qualitative research; Qualitative property; Business; Political science; Marketing; Sociology; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0134621,0.0002034046,0.0001957178,0.0001751392,0.01189134,0.002421188,0.001690419,0.0001239462,0.0002350748],"category_scores_gemma":[0.003851384,0.00009607765,0.00007030841,0.0003492978,0.0005107737,0.002152801,0.0001867084,0.0009289384,0.00004935462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001964457,"about_ca_system_score_gemma":0.0003933038,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9634607,"about_ca_topic_score_gemma":0.9941612,"domain_scores_codex":[0.9954572,0.002830579,0.0002612132,0.0001919093,0.0004847363,0.0007743018],"domain_scores_gemma":[0.9924537,0.005769602,0.0005288674,0.000718013,0.0001403547,0.000389476],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001748683,0.00004549564,0.002208585,0.000007578569,0.00004018875,0.00001279995,0.9479215,0.000001794224,0.000007695749,0.03791043,0.0007618179,0.01090732],"study_design_scores_gemma":[0.000159067,0.0000760683,0.1084461,0.00007757797,0.0001050049,0.0002869502,0.1280777,0.00001117964,0.000001748606,0.0007582177,0.7618268,0.0001735278],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4092442,0.0002441148,0.000002637967,0.5462018,0.0005450759,0.0007832577,0.00003374021,0.00001643872,0.04292867],"genre_scores_gemma":[0.9197466,0.005806692,0.00004185307,0.06683816,0.006481346,0.0001533012,8.629801e-7,0.00002261252,0.0009086085],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8198437,"threshold_uncertainty_score":0.9986144,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3408647265705743,"score_gpt":0.4612964258324708,"score_spread":0.1204316992618965,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}