{"id":"W2399638457","doi":"10.1016/j.jad.2016.05.060","title":"The inference-based approach to obsessive-compulsive disorder: A comprehensive review of its etiological model, treatment efficacy, and model of change","year":2016,"lang":"en","type":"review","venue":"Journal of Affective Disorders","topic":"Obsessive-Compulsive Spectrum Disorders","field":"Psychology","cited_by":72,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; Institut Universitaire en Santé Mentale de Québec","funders":"","keywords":"Inference; Obsessive compulsive; Etiology; Psychology; Clinical psychology; Psychotherapist; Psychiatry; Computer science; Artificial intelligence","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":[0.003937374,0.001148588,0.002987002,0.00255932,0.0003959468,0.001512166,0.002167264,0.001320616,0.002905924],"category_scores_gemma":[0.004699008,0.0004506443,0.001814268,0.002550618,0.001486001,0.001836777,0.001101302,0.002780941,0.0005536368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001517072,"about_ca_system_score_gemma":0.003309636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003953428,"about_ca_topic_score_gemma":0.005634132,"domain_scores_codex":[0.9990264,0.0003727197,0.0001809125,0.0001306238,0.0002553318,0.00003395286],"domain_scores_gemma":[0.9963463,0.003025117,0.0002346755,0.00008149796,0.0002535868,0.00005883226],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00009209043,0.0001245766,0.0003223507,0.03303509,0.0003779072,0.00007244507,0.000125569,0.0006826876,0.0001823299,0.006320025,0.004356824,0.9543082],"study_design_scores_gemma":[0.0003622182,0.0009345164,0.008704921,0.08742113,0.004858585,0.003791524,0.0005917167,0.003084207,0.001143152,0.05847762,0.8303381,0.0002922578],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001072214,0.9985107,0.0005988752,0.0003348151,0.00006967483,0.00001173181,0.00001076908,0.000006170396,0.0003499722],"genre_scores_gemma":[0.001804041,0.9965166,0.001224219,0.0002178415,0.0001074379,0.00001843915,0.00001456236,0.000002719357,0.00009414946],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003953428,"threshold_uncertainty_score":0.02082312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1061035948705716,"score_gpt":0.388068675370973,"score_spread":0.2819650805004014,"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."}}