{"id":"W2108744576","doi":"10.1177/0011128705281756","title":"The Recent Past and Near Future of Risk and/or Need Assessment","year":2005,"lang":"en","type":"article","venue":"Crime & Delinquency","topic":"Psychopathy, Forensic Psychiatry, Sexual Offending","field":"Psychology","cited_by":1507,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan; Carleton University; Public Safety Canada","funders":"","keywords":"Risk assessment; Risk analysis (engineering); Computer science; Forensic engineering; Engineering; Medicine; Computer security","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.02304821,0.0003732441,0.0006626724,0.00257695,0.001709067,0.005028182,0.0015921,0.004492876,0.01068506],"category_scores_gemma":[0.02545338,0.0003553798,0.0004809485,0.002405875,0.006270179,0.0136473,0.002966016,0.005866807,0.001086571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005216225,"about_ca_system_score_gemma":0.009105687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009154346,"about_ca_topic_score_gemma":0.02557566,"domain_scores_codex":[0.9962918,0.001448877,0.0005421501,0.0004969861,0.0007593814,0.0004608145],"domain_scores_gemma":[0.9686686,0.01260202,0.002975732,0.0008811759,0.008629865,0.006242639],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0008449607,0.0005770967,0.06587423,0.002482407,0.00008486251,0.0005067273,0.00201608,0.0006923856,0.000828828,0.07205384,0.07459932,0.7794392],"study_design_scores_gemma":[0.0001766268,0.001324787,0.1116249,0.007299228,0.0002397001,0.004928965,0.02589907,0.004834841,0.0008643536,0.1117992,0.7306992,0.0003091059],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03343739,0.3763309,0.006936159,0.5472139,0.007481794,0.00006777247,0.0007943496,0.0002063205,0.02753137],"genre_scores_gemma":[0.627253,0.2570151,0.0223005,0.06850905,0.01422512,0.0002376518,0.001170842,0.00009515353,0.00919346],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02304821,"threshold_uncertainty_score":0.121892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02510877157063779,"score_gpt":0.3419553755449999,"score_spread":0.3168466039743621,"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."}}