{"id":"W2754210715","doi":"10.1177/0886260517729401","title":"Measurement Matters: Offense Types and Specialization","year":2017,"lang":"en","type":"article","venue":"Journal of Interpersonal Violence","topic":"Psychopathy, Forensic Psychiatry, Sexual Offending","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Psychology; Criminal justice; Population; Interpersonal communication; Criminology; Social psychology; Categorization; Recidivism; Economic Justice; Poison control; Demography; Political science; Sociology","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":[0.02016966,0.0006565771,0.0008678152,0.002365667,0.002272219,0.002531788,0.002137068,0.001085502,0.002620441],"category_scores_gemma":[0.1392381,0.0003590103,0.001147944,0.00474579,0.004626946,0.003674631,0.003694895,0.001833829,0.0003398905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001679257,"about_ca_system_score_gemma":0.002503098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03584109,"about_ca_topic_score_gemma":0.0329488,"domain_scores_codex":[0.9749444,0.008811404,0.002753583,0.003943299,0.008184721,0.001362585],"domain_scores_gemma":[0.8847296,0.05875421,0.02964761,0.01515482,0.008197938,0.003515804],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004074062,0.00002751904,0.9878549,0.00005914578,0.0002390881,0.00003533367,0.001257288,0.000200447,0.0001774466,0.001504062,0.0005720327,0.008031838],"study_design_scores_gemma":[0.000007117405,0.00009310478,0.992535,0.00006432232,0.00006155212,0.000188533,0.00131637,0.001238353,0.000198722,0.002919615,0.001359978,0.00001730689],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9503913,0.001056623,0.02255463,0.001968827,0.0002352144,0.0004208291,0.001145931,0.0001109195,0.02211563],"genre_scores_gemma":[0.9965462,0.00006837133,0.002451388,0.0001566733,0.00004820779,0.00009545097,0.0003164927,0.00001793294,0.0002991984],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03584109,"threshold_uncertainty_score":0.1066687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04363874214423016,"score_gpt":0.3281745829200505,"score_spread":0.2845358407758203,"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."}}