{"id":"W4407872337","doi":"10.2196/63497","title":"Patterns of Skills Review in Smartphone Cognitive Behavioral Therapy for Depression: Observational Study of Intervention Content Use","year":2025,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Mental Health; Wellcome Trust","keywords":"Observational study; Depression (economics); Randomized controlled trial; Cognitive behavioral therapy; Intervention (counseling); Medicine; Metric (unit); Cognition; Clinical psychology; Physical therapy; Psychiatry; Internal medicine","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":[0.003356403,0.0003381153,0.0006599359,0.001048346,0.0007770212,0.0008099238,0.0007919027,0.0008420026,0.002071385],"category_scores_gemma":[0.02451475,0.0006148703,0.0006742104,0.001011391,0.0004798993,0.0009873741,0.001204596,0.0008965826,0.0007643932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007992735,"about_ca_system_score_gemma":0.00109413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004199401,"about_ca_topic_score_gemma":0.006814457,"domain_scores_codex":[0.9965363,0.00150179,0.0006459343,0.0004665504,0.0006143724,0.0002350412],"domain_scores_gemma":[0.9848252,0.004102416,0.007718732,0.0009807914,0.001372892,0.001000003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001996134,0.002644924,0.9460638,0.001056759,0.0004532158,0.000189779,0.008733481,0.00008556531,0.001101695,0.00004916077,0.001736782,0.03588877],"study_design_scores_gemma":[0.0001432042,0.001506062,0.9946164,0.0001343081,0.0001070012,0.0002301088,0.001785493,0.000321074,0.0002180335,0.00003750595,0.0008729736,0.00002776676],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977798,0.000341697,0.0002070089,0.00005477882,0.000005420678,0.0004786112,0.0006680224,0.00001407596,0.0004505489],"genre_scores_gemma":[0.9966629,0.0003739607,0.0007097972,0.0001097783,0.00001367691,0.001020869,0.000696436,0.000009387773,0.0004030749],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004199401,"threshold_uncertainty_score":0.01775056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2490442711261038,"score_gpt":0.5325373739944443,"score_spread":0.2834931028683405,"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."}}