{"id":"W4296068174","doi":"10.35502/jcswb.277","title":"The agony of proposing system-wide change","year":2022,"lang":"en","type":"article","venue":"Journal of Community Safety and Well-Being","topic":"Policing Practices and Perceptions","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Canadian Mounted Police; Montreal Police Service; Regional Municipality of Waterloo","funders":"","keywords":"History","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.005971252,0.00005284992,0.0001504434,0.00006014617,0.006482511,0.00006382375,0.0003802422,0.00002735571,0.00003732253],"category_scores_gemma":[0.0001664511,0.00004025278,0.00007724524,0.000176366,0.000184548,0.0002999409,0.0001642655,0.0007947561,8.900712e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001099628,"about_ca_system_score_gemma":0.00009092613,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02057962,"about_ca_topic_score_gemma":0.002861896,"domain_scores_codex":[0.9968441,0.002326079,0.0003294403,0.0000247545,0.0003214353,0.0001542444],"domain_scores_gemma":[0.9976283,0.001570279,0.0004927212,0.000145853,0.00009620228,0.00006667711],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002981774,0.0001527204,0.01032826,0.0001051153,0.000107941,0.000005374666,0.8872407,0.0002282124,0.0001936649,0.06824573,0.0006676466,0.03242645],"study_design_scores_gemma":[0.0003860801,0.0002863627,0.03393726,0.0002095067,0.00009933932,0.00009082777,0.4614762,0.0001092206,0.00002426602,0.002543627,0.5007183,0.0001190259],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.890263,0.000435056,0.0001755141,0.0202916,0.0006508038,0.0001783807,0.000003337724,0.0000153263,0.087987],"genre_scores_gemma":[0.997699,0.00150561,0.00005225939,0.0003163771,0.0001893235,0.000001498183,5.048919e-7,0.00000488607,0.0002304908],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5000507,"threshold_uncertainty_score":0.9948109,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04280529018621656,"score_gpt":0.3324530525703608,"score_spread":0.2896477623841443,"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."}}