{"id":"W3128126376","doi":"10.1126/science.371.6530.661","title":"Study: Police diversity matters","year":2021,"lang":"en","type":"article","venue":"Science","topic":"Policing Practices and Perceptions","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Diversity (politics); Landmark; Criminology; Political science; Geography; Sociology; Law; Cartography","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0008507127,0.00003018281,0.00004026222,0.00004341856,0.002915203,0.0001541394,0.0003470186,0.00001254635,0.0004175651],"category_scores_gemma":[0.0001035918,0.0000307793,0.00001748448,0.0008727445,0.0005280512,0.0005075248,0.0003281326,0.00005707895,0.0002206121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007315224,"about_ca_system_score_gemma":0.000348207,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1694997,"about_ca_topic_score_gemma":0.1113631,"domain_scores_codex":[0.9990165,0.00008750808,0.00004421648,0.000169756,0.0004442554,0.0002377572],"domain_scores_gemma":[0.9995515,0.00005820573,0.00002362761,0.0001509104,0.00009366177,0.0001221393],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.000001683919,0.0001813699,0.1978585,0.00000137414,0.000004527459,0.000008583017,0.7907739,0.00001064019,0.001580094,0.003029028,0.002764939,0.003785352],"study_design_scores_gemma":[0.0001012058,0.00002039056,0.6768142,0.000003974256,0.00001245782,0.00000268663,0.2347847,0.000006674186,0.00007807409,0.0002573354,0.08780786,0.0001104783],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9283913,0.000003220482,0.00002057993,0.007337498,0.0003435267,0.0000510492,0.000001772971,0.00003524483,0.06381579],"genre_scores_gemma":[0.9939125,0.00001481916,0.0001162033,0.002166912,0.00009042973,8.859524e-7,1.221508e-7,0.00000116554,0.003696941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5559892,"threshold_uncertainty_score":0.9983829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1046251411617655,"score_gpt":0.4231796214903943,"score_spread":0.3185544803286289,"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."}}