{"id":"W4233971363","doi":"10.1002/9781118574003.wattso077","title":"Client‐Based Assessment of Need and Change","year":2016,"lang":"en","type":"other","venue":"","topic":"Psychopathy, Forensic Psychiatry, Sexual Offending","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Intervention (counseling); Psychology; Field (mathematics); Empirical evidence; Risk analysis (engineering); Medicine; Epistemology; Psychiatry","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":[0.006082418,0.0002243965,0.0005577618,0.002152056,0.0008569052,0.001848445,0.0009859754,0.0004296541,0.01046371],"category_scores_gemma":[0.01938523,0.0001766441,0.0004277285,0.001016216,0.0006048598,0.001003228,0.001496247,0.001327903,0.001281057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00227622,"about_ca_system_score_gemma":0.002347304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003227073,"about_ca_topic_score_gemma":0.007120124,"domain_scores_codex":[0.9941021,0.002192063,0.0005196501,0.0002104662,0.002660777,0.0003149226],"domain_scores_gemma":[0.9896715,0.003360056,0.001364243,0.0005386174,0.004110356,0.0009552098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005556802,0.002611351,0.3756883,0.0009382592,0.0001782543,0.0004514672,0.03967598,0.0009351876,0.002836794,0.007092725,0.01485895,0.5541771],"study_design_scores_gemma":[0.0001046617,0.001159663,0.8748925,0.0009648366,0.0001894427,0.001467845,0.0571502,0.008018998,0.006685278,0.008941656,0.04024348,0.0001813926],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.8652965,0.0004307502,0.005551433,0.001857128,0.00007500337,0.002129873,0.001175095,0.0002423901,0.1232419],"genre_scores_gemma":[0.9749854,0.0005632392,0.009382647,0.0001452136,0.00001312308,0.001293954,0.0005486824,0.00003082979,0.01303683],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01046371,"threshold_uncertainty_score":0.03500462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.053448928438932,"score_gpt":0.3897817300321662,"score_spread":0.3363328015932342,"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."}}