{"id":"W2781495659","doi":"10.35502/jcswb.49","title":"Senior officer and recruiter views on “big topics” in policing for new recruits","year":2017,"lang":"en","type":"article","venue":"Journal of Community Safety and Well-Being","topic":"Policing Practices and Perceptions","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Government of Ontario","keywords":"Officer; Public relations; Exploratory research; Work (physics); Task (project management); Service (business); Political science; Sociology; Management; Business; Engineering; Marketing; Law","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002699993,0.00008557571,0.0002322002,0.0001020318,0.00231502,0.0002325538,0.0002854195,0.00009469933,0.00002247778],"category_scores_gemma":[0.000571873,0.0000748649,0.00006444238,0.00004610586,0.0001164103,0.0004751589,0.00007895242,0.0006257067,0.000001748547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005321868,"about_ca_system_score_gemma":0.00009270375,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03642947,"about_ca_topic_score_gemma":0.05624027,"domain_scores_codex":[0.9987855,0.0005131063,0.0003201434,0.00005144592,0.0001310224,0.0001987788],"domain_scores_gemma":[0.998332,0.0008316101,0.0004017886,0.0002254247,0.00006097327,0.0001482236],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003625052,0.00009141405,0.01607061,0.00004668644,0.00003588319,0.000002551951,0.357285,0.00002900403,0.0001379994,0.009579163,0.001165632,0.6151935],"study_design_scores_gemma":[0.001148679,0.0002293037,0.3197555,0.0004985784,0.00004608577,0.00001786957,0.01015818,0.00003348695,0.00003331794,0.00868359,0.6592368,0.0001586271],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8862479,0.00005545186,0.0002919179,0.03622532,0.0003709976,0.0001882043,0.000001504848,0.00000595987,0.07661269],"genre_scores_gemma":[0.9915116,0.003129634,0.0004542704,0.001330497,0.0009272238,8.457707e-7,5.932263e-7,0.000007566272,0.002637761],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6580712,"threshold_uncertainty_score":0.9989839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1318506980295533,"score_gpt":0.4134616181156877,"score_spread":0.2816109200861344,"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."}}