{"id":"W4212795525","doi":"10.32920/ryerson.14646177.v1","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; Community service; County government; Criminology; Service (business); Public administration; Sociology; Political science; Public relations; Law; Business; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001968048,0.0002345997,0.0003673955,0.001079623,0.00782361,0.002972681,0.001153906,0.0003848565,0.002523939],"category_scores_gemma":[0.006970163,0.000181424,0.0001611277,0.002562539,0.002436911,0.001068522,0.002174475,0.0007109078,0.0001919341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02482032,"about_ca_system_score_gemma":0.02688748,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9526307,"about_ca_topic_score_gemma":0.9743775,"domain_scores_codex":[0.9975228,0.0009103498,0.00008667138,0.0001709268,0.000480353,0.0008288627],"domain_scores_gemma":[0.9939106,0.001526271,0.0009784793,0.0001974046,0.002069765,0.001317519],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000228126,0.0001791709,0.4113776,0.0002398412,0.00003143244,0.001499545,0.5444481,0.0001809123,0.0009941771,0.003017477,0.002611244,0.03519234],"study_design_scores_gemma":[0.000006655644,0.00005912072,0.2534576,0.0001175485,0.000009082961,0.0001360556,0.7391763,0.0001524611,0.0001792269,0.0001894534,0.006497348,0.00001896937],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940277,0.0002791946,0.00004300871,0.0009130152,0.00001154173,0.00002183653,0.00007270915,0.000002370764,0.00462862],"genre_scores_gemma":[0.9985318,0.0003152601,0.00007690019,0.0001286487,0.000006432949,0.00001657869,0.00003417877,0.000002580482,0.000887667],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0473693,"threshold_uncertainty_score":0.1800849,"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."}}