{"id":"W4311018674","doi":"10.1017/s1754470x22000423","title":"Advances in digital CBT: where are we now, and where next?","year":2022,"lang":"en","type":"article","venue":"The Cognitive Behaviour Therapist","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"National Institute for Health and Care Research","keywords":"Digital health; Field (mathematics); Key (lock); Computer science; Mental health; Psychology; Data science; Psychotherapist; Health care","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":[0.0002264198,0.000211297,0.0002140757,0.00009819662,0.0003585568,0.0001460559,0.0002810555,0.00004369518,0.002028364],"category_scores_gemma":[0.000008315238,0.0001796084,0.00009674251,0.0002607392,0.0002614293,0.0005090505,0.0002159843,0.0004538255,0.0002064011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001141531,"about_ca_system_score_gemma":0.0000197379,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006102747,"about_ca_topic_score_gemma":0.001158275,"domain_scores_codex":[0.9984518,0.0001989305,0.0003360777,0.0003936834,0.0002299011,0.0003896471],"domain_scores_gemma":[0.9992362,0.0002105044,0.0001836806,0.000225373,0.00005425653,0.00008995245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001385606,0.003421201,0.3643756,0.0001346181,0.0001016344,0.0003828417,0.005693455,0.000001894883,0.00001780641,0.004359629,0.003944976,0.6161808],"study_design_scores_gemma":[0.009445029,0.004278476,0.6061404,0.001985028,0.0001492044,0.0007818872,0.1960795,0.00001515594,0.00008835192,0.03424915,0.1452129,0.001574937],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9085221,0.05129696,0.00004044373,0.008103522,0.001071162,0.001125073,0.001582377,0.0001121674,0.02814624],"genre_scores_gemma":[0.9909922,0.0006143445,0.00000375063,0.0003241401,0.00004925324,0.0006062716,0.00003879984,0.00004546176,0.007325741],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6146058,"threshold_uncertainty_score":0.9988839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04184641749836073,"score_gpt":0.3663902875964432,"score_spread":0.3245438700980824,"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."}}