{"id":"W2226444991","doi":"","title":"The Police Executive and Governance: Adapting Police Leadership to an Increase in Oversight and Accountability in Police Operations","year":2014,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Policing Practices and Perceptions","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph-Humber","funders":"","keywords":"Accountability; Corporate governance; Democracy; Political science; Public administration; Business; Public relations; Criminology; Law; Sociology; Politics","routes":{"ca_aff":true,"ca_fund":false,"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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.004235874,0.0001918464,0.0003573681,0.0002865836,0.001142688,0.001779325,0.001165344,0.0001133803,0.0003622464],"category_scores_gemma":[0.0008718439,0.0001663399,0.00004168295,0.001054639,0.0003755631,0.004217401,0.0004361937,0.0004289256,0.000003986852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002378339,"about_ca_system_score_gemma":0.0002300319,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.935213,"about_ca_topic_score_gemma":0.8393033,"domain_scores_codex":[0.9968506,0.00130966,0.0004948509,0.0003730234,0.0004587306,0.0005131991],"domain_scores_gemma":[0.9971871,0.001671821,0.0002793007,0.0003116756,0.0001525681,0.0003975309],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003074626,0.0002467353,0.7308217,0.00003324296,0.00003248107,8.430247e-7,0.2448448,0.0003825127,0.004980507,0.00417221,0.00224735,0.01193011],"study_design_scores_gemma":[0.0003227137,0.00001281729,0.9471316,0.0001546075,0.0000195572,0.000002884746,0.03940058,0.0002241915,0.00006763887,0.0004134152,0.01201468,0.0002352813],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9814216,0.0005256552,0.00001565132,0.002543489,0.0001086583,0.0004492662,0.00003547371,0.00001442055,0.01488575],"genre_scores_gemma":[0.9940141,0.003813493,0.0001015974,0.001457457,0.0002709338,0.0000298232,0.000001693643,0.0000168092,0.0002940408],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2163099,"threshold_uncertainty_score":0.9992569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3432208902428102,"score_gpt":0.5723496811219325,"score_spread":0.2291287908791224,"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."}}