{"id":"W2086161401","doi":"10.1080/10683160500337592","title":"Risk and need assessment in British probation: the contribution of LSI-R","year":2006,"lang":"en","type":"article","venue":"Psychology Crime and Law","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":103,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Risk assessment; Psychology; Service (business); Criminology; Community service; Actuarial science; Public relations; Business; Political science; Management; Economics; Marketing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004804251,0.00004470833,0.0001863471,0.00001687278,0.0003006317,0.000006923794,0.00003526136,0.0001259191,0.00005071043],"category_scores_gemma":[0.000015715,0.00003807018,0.00001224995,0.00006640186,0.0001657613,0.00004185033,0.00001874253,0.000231834,0.000002581884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000110468,"about_ca_system_score_gemma":0.0000181506,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01568178,"about_ca_topic_score_gemma":0.04456482,"domain_scores_codex":[0.9990932,0.000360085,0.0002348313,0.0001145991,0.00004848361,0.0001488419],"domain_scores_gemma":[0.9996006,0.0001442858,0.0000999612,0.00007632409,0.00006074274,0.00001810809],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001362825,0.00006858195,0.8014167,0.00001954407,0.000007100367,0.000002093764,0.00170555,2.730402e-7,0.00008983008,0.1931334,0.0001881478,0.003355135],"study_design_scores_gemma":[0.0009009994,0.00003664868,0.9654442,0.00003197391,0.00001234623,4.104224e-7,0.003522158,0.000009498584,0.000006913406,0.02472505,0.005268346,0.00004146693],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9796732,0.001115125,0.0001780375,0.0008719331,0.0001407348,0.0003211614,0.000009553858,0.00001188701,0.01767836],"genre_scores_gemma":[0.9990712,0.000380761,0.00004147335,0.000271236,0.00009469619,0.00004969775,0.00001270355,0.000004102521,0.00007413548],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1684083,"threshold_uncertainty_score":0.9908729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02605993999249783,"score_gpt":0.4241179313591422,"score_spread":0.3980579913666444,"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."}}