{"id":"W3022918566","doi":"10.1177/1461355720918882","title":"Police spokespersons: A question of organizational representation","year":2020,"lang":"en","type":"article","venue":"International Journal of Police Science & Management","topic":"Policing Practices and Perceptions","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Representation (politics); Public relations; Perception; Public opinion; Police department; State (computer science); Political science; White (mutation); Content analysis; Sociology; Criminology; Psychology; Politics; Law; Social science","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":[],"consensus_categories":[],"category_scores_codex":[0.001072069,0.00006705007,0.0001067087,0.0003842317,0.0002064891,0.0001541127,0.0009090746,0.00002595964,0.0003252065],"category_scores_gemma":[0.0002824494,0.00006576098,0.00006831553,0.0009887437,0.000400417,0.001184192,0.000107614,0.00009904443,0.00003257614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002046809,"about_ca_system_score_gemma":0.0002896713,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03181432,"about_ca_topic_score_gemma":0.001366071,"domain_scores_codex":[0.997665,0.000100258,0.0003816823,0.0001403244,0.001540424,0.0001723396],"domain_scores_gemma":[0.9981014,0.00007713863,0.0005368806,0.00008134589,0.001019291,0.0001839962],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0002212253,0.0004158846,0.01901585,0.00003254265,0.0002837148,0.00001219041,0.5333505,0.00348542,0.02331909,0.3857218,0.006692776,0.02744905],"study_design_scores_gemma":[0.003651271,0.0006329052,0.4826158,0.0005571062,0.0004342949,0.0001174804,0.3379206,0.003042393,0.006719794,0.007387061,0.1559841,0.0009372207],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8537802,0.0000167184,0.005137153,0.04589864,0.001451025,0.000246387,0.00001995697,0.00003854338,0.0934114],"genre_scores_gemma":[0.9942826,0.0002483856,0.002838023,0.001405405,0.0009177495,0.00000113327,0.00000174076,0.00000529312,0.0002996602],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4636,"threshold_uncertainty_score":0.9746329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05261338316708644,"score_gpt":0.423385623358563,"score_spread":0.3707722401914766,"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."}}