{"id":"W4412524768","doi":"10.1037/cbs0000461","title":"Review of A process-based approach to CBT: Understanding and changing the dynamics of psychological problems by Svitak and Hofmann (2024).","year":2025,"lang":"en","type":"review","venue":"Canadian Journal of Behavioural Science/Revue canadienne des sciences du comportement","topic":"Mental Health Research Topics","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Dynamics (music); Process (computing); Psychology; Psychotherapist; Sociology; Engineering ethics; Computer science; Engineering; Pedagogy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002165728,0.001272224,0.00251951,0.003604852,0.0004202356,0.001233129,0.001476504,0.0016755,0.004562086],"category_scores_gemma":[0.004620351,0.0004486756,0.001565931,0.003230656,0.0005677777,0.001347135,0.00129921,0.002563891,0.0015385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001908306,"about_ca_system_score_gemma":0.003448809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004852414,"about_ca_topic_score_gemma":0.009296125,"domain_scores_codex":[0.999128,0.0002933407,0.0001742492,0.000118148,0.000241268,0.00004489862],"domain_scores_gemma":[0.9978516,0.001544823,0.0001843872,0.00004452218,0.0003065227,0.00006810352],"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":[0.0001679663,0.00008367708,0.00007936868,0.08078953,0.0003844127,0.00007969088,0.0001067281,0.0001953024,0.0003958606,0.002191323,0.03513612,0.88039],"study_design_scores_gemma":[0.0002135936,0.0003328639,0.003092082,0.1203195,0.001966068,0.00117295,0.0001506643,0.0001676007,0.0003567875,0.002495312,0.8696644,0.00006816939],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003656618,0.9987746,0.00009832392,0.0004212517,0.0003453676,0.00001934515,0.00001829095,0.000003650067,0.0002826258],"genre_scores_gemma":[0.0004132096,0.9983639,0.000236322,0.0005772333,0.0001666294,0.00003183163,0.00002681627,0.000002095951,0.0001819676],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004852414,"threshold_uncertainty_score":0.01526165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3558491418701706,"score_gpt":0.4363881259577016,"score_spread":0.08053898408753096,"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."}}