{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007521558,0.000166564,0.000269786,0.0001416372,0.0001816895,0.0001376128,0.0004548672,0.0000743917,0.0002895454],"category_scores_gemma":[0.0001734717,0.0001393728,0.0001026543,0.0000375318,0.000194904,0.0003075185,0.000057612,0.0002484408,0.00007539028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009906252,"about_ca_system_score_gemma":0.00004372823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003888232,"about_ca_topic_score_gemma":0.00002045784,"domain_scores_codex":[0.998574,0.00008020678,0.0004382343,0.0002068593,0.0004708867,0.0002297887],"domain_scores_gemma":[0.9984128,0.00003114844,0.0008314536,0.0003230638,0.0002592028,0.0001423561],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.003554657,0.0007858006,0.1158217,0.0001522579,0.001153806,0.0006505793,0.01392175,0.000006412523,0.01572997,0.01070036,0.5517027,0.28582],"study_design_scores_gemma":[0.005867547,0.002845408,0.9002294,0.009221974,0.000345889,0.003942173,0.007672866,0.0001797301,0.001377593,0.006870493,0.06035075,0.001096169],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8491995,0.00387055,0.003635365,0.005076745,0.1270214,0.0001816423,0.000009851477,0.00002282985,0.01098212],"genre_scores_gemma":[0.9959505,0.0001124783,0.0004667034,0.001027441,0.002311032,0.000001843143,2.912182e-7,0.00001968208,0.0001100256],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7844077,"threshold_uncertainty_score":0.5683457,"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."}}