{"id":"W4414124986","doi":"10.1108/978-1-83662-694-720251006","title":"Trust and Legitimacy in Police Work","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Policing Practices and Perceptions","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Legitimacy; Perception; Public trust; Work (physics); Front line; Frame (networking); Compliance (psychology)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000200926,0.00009752941,0.0001427408,0.0001379058,0.0001948437,0.00009011127,0.0001095411,0.0002055194,0.003101604],"category_scores_gemma":[0.00002394944,0.00009729829,0.00003759288,0.00005705464,0.0001590917,0.0001148043,0.0000451081,0.0002371139,0.0001105706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006140258,"about_ca_system_score_gemma":0.0001625669,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2571616,"about_ca_topic_score_gemma":0.2398908,"domain_scores_codex":[0.9994097,0.00002444795,0.0001209332,0.0001591719,0.000119869,0.0001658304],"domain_scores_gemma":[0.9995452,0.0002085976,0.0000480438,0.0001094544,0.00001964622,0.00006908588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004873052,0.000005896214,0.0005100001,0.000008630607,0.000009824455,9.107832e-7,0.01754124,3.529565e-7,1.751391e-7,0.9338073,0.02654487,0.021566],"study_design_scores_gemma":[0.00005803951,0.000004099378,0.001207411,0.00009266828,0.00001546637,2.500015e-7,0.0007550151,0.000001024814,3.133432e-8,0.004936453,0.9928167,0.0001127766],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001938743,0.00006008971,0.000004668968,0.0037059,0.000135085,0.0001303278,0.000008873081,0.00003753636,0.9957237],"genre_scores_gemma":[0.005245585,0.001719007,0.0001305401,0.001078753,0.0003088167,0.000003565861,0.000003463055,0.000007266365,0.991503],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9662719,"threshold_uncertainty_score":0.9978097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05634078481969064,"score_gpt":0.3714713686280965,"score_spread":0.3151305838084059,"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."}}