{"id":"W2540760131","doi":"10.1037/lhb0000214","title":"Risk assessment matters, but only when implemented well: A multisite study in juvenile probation.","year":2016,"lang":"en","type":"article","venue":"Law and Human Behavior","topic":"Psychopathy, Forensic Psychiatry, Sexual Offending","field":"Psychology","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"National Institute on Drug Abuse; John D. and Catherine T. MacArthur Foundation","keywords":"Recidivism; Psychology; PsycINFO; Risk assessment; Risk management; Juvenile delinquency; Juvenile; Poison control; Human factors and ergonomics; Case management; Applied psychology; Actuarial science; Clinical psychology; Criminology; Psychiatry; Environmental health; Computer security; Business; MEDLINE; Political science; Medicine; Law","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004460865,0.0002799831,0.0003378506,0.000167802,0.0002601093,0.00007785145,0.0002272739,0.00009400708,0.002349763],"category_scores_gemma":[0.000002624692,0.0002224573,0.00005962128,0.00008158319,0.0001183408,0.0001943581,0.0000950679,0.000227403,0.0001689342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001179828,"about_ca_system_score_gemma":0.00001765967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00452021,"about_ca_topic_score_gemma":0.01528997,"domain_scores_codex":[0.9977587,0.0002623582,0.0005840283,0.0006592768,0.0002471026,0.0004885216],"domain_scores_gemma":[0.9989402,0.00005941475,0.0002507675,0.0005798691,0.00003757751,0.000132229],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000057034,0.00193535,0.9462757,0.00000762122,0.00005894759,0.00008225576,0.002498423,3.734807e-8,0.001687989,0.01762691,0.0249266,0.004843164],"study_design_scores_gemma":[0.005749261,0.0007988457,0.9748448,0.00004740557,0.0001404644,0.00002011718,0.001847302,3.977343e-7,0.00002019521,0.0007083385,0.01549357,0.0003293225],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857743,0.00003292643,0.00007216617,0.0003997798,0.00596554,0.001514983,0.0001406315,0.0001064178,0.00599321],"genre_scores_gemma":[0.9951838,0.000001749321,0.0004361886,0.0005092673,0.000288631,0.0004285713,0.00002878769,0.00005214463,0.003070888],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02856911,"threshold_uncertainty_score":0.9985622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02765639760799704,"score_gpt":0.3551093582807484,"score_spread":0.3274529606727513,"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."}}