{"id":"W4377966389","doi":"10.1080/1068316x.2023.2213388","title":"Addressing racial bias in parole decisions: A pre-registered study of the Five-Level Risk and Needs System of risk communication","year":2023,"lang":"en","type":"article","venue":"Psychology Crime and Law","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; Dalhousie University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Status quo; Risk assessment; Psychology; Indigenous; Actuarial science; Risk communication; Applied psychology; Social psychology; Medicine; Risk analysis (engineering); Business; Computer science; Political science; Computer security","routes":{"ca_aff":true,"ca_fund":true,"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":[0.005781398,0.00008355184,0.0002766086,0.0002657218,0.0002405927,0.00004216458,0.0004080903,0.00007300075,0.00002328539],"category_scores_gemma":[0.0009888811,0.0000518702,0.00003664875,0.0008141426,0.0002463601,0.0001378164,0.0001935361,0.0001694599,0.000009035786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008239,"about_ca_system_score_gemma":0.00002661091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008294443,"about_ca_topic_score_gemma":0.001785225,"domain_scores_codex":[0.9969981,0.001471828,0.000718229,0.0002214533,0.000476842,0.0001135516],"domain_scores_gemma":[0.9964471,0.001992009,0.0005821394,0.0007981278,0.0001485396,0.00003204969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002756459,0.0003205831,0.8854002,0.00001258446,0.00003482036,7.372109e-7,0.04742122,0.0002039282,0.0001044154,0.003232425,0.000935983,0.06205747],"study_design_scores_gemma":[0.001544415,0.0001343192,0.9719154,0.00008185778,0.00003191042,0.00000257125,0.01975325,0.00258555,0.00002940561,0.003225891,0.0006419673,0.0000534147],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952248,0.0003776221,0.00008936961,0.000172918,0.0001463947,0.0003415552,0.00002962722,0.00001083672,0.003606853],"genre_scores_gemma":[0.9994113,0.0002318964,0.0001218446,0.0000796461,0.00001052413,0.00002247846,0.000001996543,0.000004377747,0.0001159147],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08651526,"threshold_uncertainty_score":0.2115205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5439614682932082,"score_gpt":0.5470746047737634,"score_spread":0.003113136480555112,"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."}}