{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002696106,0.001234642,0.00105656,0.0035518,0.001565757,0.003542919,0.001219251,0.002236296,0.07070909],"category_scores_gemma":[0.01340913,0.0008370971,0.0005567707,0.00255672,0.0014792,0.003361192,0.001508286,0.007413873,0.05726992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002279057,"about_ca_system_score_gemma":0.004252176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005771224,"about_ca_topic_score_gemma":0.008224752,"domain_scores_codex":[0.9974965,0.0005465764,0.0002107011,0.0004261754,0.001180079,0.0001399119],"domain_scores_gemma":[0.9951006,0.001531509,0.0002816407,0.0002895945,0.002243078,0.0005537107],"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":[0.00004533095,0.00003588895,0.0004660279,0.0001833283,0.000009270839,0.0001709986,0.0002141704,0.0001111913,0.000075722,0.01759144,0.7802725,0.2008241],"study_design_scores_gemma":[0.000009538297,0.00001769372,0.0005662694,0.000594914,0.000005544263,0.0005784368,0.0001363185,0.00008069246,0.0000932501,0.009403759,0.988497,0.00001665928],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001328963,0.3861271,0.01134227,0.1009961,0.04717495,0.0003626738,0.002571749,0.001260948,0.4488353],"genre_scores_gemma":[0.02550886,0.3749786,0.01364675,0.02601465,0.00753986,0.0009473788,0.002484337,0.0009576759,0.547922],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07070909,"threshold_uncertainty_score":0.2365455,"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."}}