{"id":"W4386634297","doi":"10.3138/cjccj.2022-0035","title":"The Road Less Travelled: Probation Trends in Canada Over the Past 30 Years","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Criminology and Criminal Justice/La Revue canadienne de criminologie et de justice pénale","topic":"Criminal Justice and Corrections Analysis","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Douglas College; Royal Columbian Hospital","funders":"","keywords":"Sanctions; Criminology; Period (music); Political science; Psychology; Demographic economics; Law; Demography; Sociology; Economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006952341,0.0002760868,0.0004247532,0.005561678,0.004106326,0.003230601,0.001856214,0.0009017921,0.004545037],"category_scores_gemma":[0.005429109,0.0002628338,0.0005032106,0.0127929,0.001415625,0.001105313,0.001961898,0.00176551,0.0006781808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05302458,"about_ca_system_score_gemma":0.05841255,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9946917,"about_ca_topic_score_gemma":0.9973181,"domain_scores_codex":[0.9978562,0.0001022044,0.0001577929,0.0002066318,0.0009071085,0.0007699851],"domain_scores_gemma":[0.9893888,0.0003351578,0.0025394,0.0001142891,0.004869874,0.002752492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001476438,0.0001022375,0.9217561,0.0003514759,0.0001104079,0.0006251041,0.004235202,0.001012824,0.0002395454,0.001785916,0.02046048,0.04917309],"study_design_scores_gemma":[0.000005065217,0.00002171192,0.9760657,0.0001298519,0.00002366854,0.0001971342,0.004218264,0.0004956572,0.00009445746,0.0000772423,0.01863782,0.00003341896],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9246797,0.01049032,0.0003340096,0.01078847,0.0002245809,0.00007854736,0.03135583,0.0001758362,0.02187283],"genre_scores_gemma":[0.9809963,0.005053977,0.0002431437,0.0006834572,0.00005690894,0.00002442265,0.006419761,0.00003792168,0.006484106],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05302458,"threshold_uncertainty_score":0.384722,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0797075512123828,"score_gpt":0.3109758487022088,"score_spread":0.231268297489826,"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."}}