{"id":"W3095045696","doi":"10.1002/9781118970843.ch371","title":"Beck, Aaron T.","year":2020,"lang":"en","type":"other","venue":"The Wiley Encyclopedia of Personality and Individual Differences","topic":"Psychotherapy Techniques and Applications","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Psychology; Psychoanalysis; Cognition; Psychopathology; Psychotherapist; Clinical psychology; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001877295,0.0003014022,0.0004414987,0.00007421286,0.00009016693,0.0000264652,0.000652478,0.0003071879,0.01279591],"category_scores_gemma":[0.00001073894,0.0001995945,0.000115726,0.0001581212,0.0005432336,0.00002161165,0.00007464051,0.0003553775,0.0000608823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004862081,"about_ca_system_score_gemma":0.00003212872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001942725,"about_ca_topic_score_gemma":0.0001917044,"domain_scores_codex":[0.9985835,0.0001636203,0.0002817725,0.0004325213,0.0002998858,0.0002386993],"domain_scores_gemma":[0.9990268,0.0001365318,0.0003253115,0.0004008248,0.00001234682,0.00009816298],"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":[0.00002481122,0.0001433343,0.004968589,0.00007380627,0.0003229859,9.066757e-7,0.007251834,3.928346e-9,0.000006312347,0.02283585,0.9307649,0.03360664],"study_design_scores_gemma":[0.0002162747,0.0001565218,0.05470286,0.0001805297,0.0001338768,0.000003606639,0.0006883733,7.007216e-7,0.000002215169,0.003536068,0.9401075,0.0002714258],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004589259,0.01027778,0.0001120796,0.001994877,0.0003152323,0.0005683575,0.001212591,0.0001902133,0.9807396],"genre_scores_gemma":[0.04094006,0.06484646,0.001523767,0.002778173,0.002966436,0.0007467917,0.0003821255,0.0005412234,0.8852749],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09546464,"threshold_uncertainty_score":0.9881065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.050375982350902,"score_gpt":0.3115058036583521,"score_spread":0.26112982130745,"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."}}