{"id":"W4212818569","doi":"10.1080/1068316x.2022.2037592","title":"The working alliance and readiness to change in clients who have criminally offended","year":2022,"lang":"en","type":"article","venue":"Psychology Crime and Law","topic":"Psychopathy, Forensic Psychiatry, Sexual Offending","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Alliance; Recidivism; Psychology; Representation (politics); Social psychology; Applied psychology; Political science; Clinical psychology; Law; Politics","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"],"consensus_categories":[],"category_scores_codex":[0.0009329242,0.0003164889,0.0003945144,0.0001647068,0.0006748809,0.00006391912,0.0005192644,0.0001377517,0.0002089369],"category_scores_gemma":[0.00002107227,0.000286154,0.00005204574,0.000361425,0.0003599992,0.00009100108,0.0002787978,0.0006252695,0.00005275825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005236096,"about_ca_system_score_gemma":0.00001053846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004195688,"about_ca_topic_score_gemma":0.0008361459,"domain_scores_codex":[0.9970495,0.0004353938,0.0004733514,0.0009673411,0.0002368803,0.0008375832],"domain_scores_gemma":[0.9986604,0.0002227028,0.0001631427,0.000721199,0.00002757422,0.0002049488],"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":[0.003780562,0.0009129879,0.1657657,0.00004359444,0.0002608134,0.0004227151,0.03772215,0.000002311188,0.0005073733,0.2525784,0.3373882,0.2006152],"study_design_scores_gemma":[0.001948877,0.0006078396,0.4347992,0.00004699457,0.00003326246,0.0002695277,0.002667191,0.0000154534,0.000007510837,0.003564578,0.5556335,0.0004060333],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6727583,0.01151772,0.0000493901,0.01451591,0.05841404,0.001427167,0.00003615386,0.0001233526,0.2411579],"genre_scores_gemma":[0.9744554,0.0001686342,0.0001360941,0.02231751,0.0007235414,0.0005801849,0.000009850046,0.00005801583,0.001550751],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3016971,"threshold_uncertainty_score":0.9999591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08451342881905029,"score_gpt":0.3762166953204132,"score_spread":0.2917032665013629,"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."}}