{"id":"W2057843126","doi":"10.1177/107906320301500413","title":"Actuarial Risk Assessment: Commentary on Berlin et al","year":2003,"lang":"en","type":"article","venue":"Sexual Abuse","topic":"Psychopathy, Forensic Psychiatry, Sexual Offending","field":"Psychology","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Relevance (law); Actuarial science; Risk assessment; Point (geometry); Psychology; Law; Economics; Political science; Mathematics; Management","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001067174,0.0004848207,0.0004263544,0.0002294502,0.0002668431,0.00009008451,0.0004205756,0.0002068407,0.001941329],"category_scores_gemma":[0.00007289187,0.0004669186,0.0001144659,0.0003251168,0.0001471945,0.0002119773,0.00003762959,0.001067445,0.001358178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001619895,"about_ca_system_score_gemma":0.00005830555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003304228,"about_ca_topic_score_gemma":0.0001997019,"domain_scores_codex":[0.9961892,0.001001975,0.0005542481,0.0009186409,0.0005097179,0.0008262017],"domain_scores_gemma":[0.9977389,0.0004958035,0.0003107415,0.001116736,0.00004430546,0.0002934925],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003627504,0.001239776,0.01415378,0.000004678694,0.0002904489,0.00006375003,0.005316617,0.00002381928,0.0002443358,0.0148363,0.9582049,0.00525883],"study_design_scores_gemma":[0.005922509,0.002035845,0.01392735,0.00003152882,0.0000966259,0.00005660851,0.005133634,0.00003446552,0.00007613183,0.001745507,0.9701647,0.0007751085],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7426968,0.000131443,0.0007375382,0.005531026,0.155004,0.000615989,0.0002031823,0.0003159148,0.09476411],"genre_scores_gemma":[0.8970525,0.00003534955,0.003380414,0.09511107,0.002292346,0.0000995272,0.0002153242,0.0001784023,0.001635109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1543556,"threshold_uncertainty_score":0.9997783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02553751793535594,"score_gpt":0.3525182545672643,"score_spread":0.3269807366319083,"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."}}