{"id":"W4213330964","doi":"10.32920/ryerson.14646177","title":"Community policing in Durham Region: implications for diverse ethnic groups","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Policing Practices and Perceptions","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Ontario Tech University","funders":"","keywords":"Assertion; Community policing; Ethnic group; Government (linguistics); Ethnically diverse; Service (business); Community service; Ethnic community; County government; Criminology; Political science; Public administration; Sociology; Public relations; Law; Business","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001182359,0.0001392175,0.0002428586,0.0001379917,0.001316434,0.0001792756,0.0005520633,0.0003549421,0.0001733055],"category_scores_gemma":[0.0004417304,0.0001542147,0.0001775329,0.0003427159,0.0001799751,0.0002205565,0.000567655,0.001043223,0.000009699064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003212087,"about_ca_system_score_gemma":0.0004565063,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7351085,"about_ca_topic_score_gemma":0.835438,"domain_scores_codex":[0.9982053,0.0008152384,0.0002679935,0.0002367986,0.0001177792,0.000356874],"domain_scores_gemma":[0.9980981,0.000789877,0.0001750636,0.0006579806,0.0001524986,0.000126518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00001912913,0.0005849882,0.03420436,0.0002119296,0.00008548319,0.000001640642,0.8043318,0.0006050702,0.000132343,0.1254097,0.01374014,0.02067338],"study_design_scores_gemma":[0.0003726572,0.00002897861,0.7581689,0.0002405731,0.000100866,0.000004207124,0.1981741,0.0001027263,0.00000390349,0.02016459,0.02211145,0.0005269823],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8423354,0.0000664495,0.003849409,0.0492849,0.0006839088,0.001049445,0.00006774966,0.0001936222,0.1024691],"genre_scores_gemma":[0.9919002,0.001314351,0.001134899,0.001390115,0.0004427847,0.0001990824,0.0001122627,0.00001503574,0.003491264],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7239646,"threshold_uncertainty_score":0.9999837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3758155726300169,"score_gpt":0.4911482685430489,"score_spread":0.115332695913032,"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."}}