{"id":"W4414503604","doi":"10.2196/78138","title":"Comparing Human and AI Therapists in Behavioral Activation for Depression: Cross-Sectional Questionnaire Study","year":2025,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Clinical trial; Therapeutic relationship; Empathy; MEDLINE","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":[0.003327916,0.0002420043,0.0004169867,0.000964566,0.0005885768,0.000718208,0.000396804,0.0008011761,0.001662121],"category_scores_gemma":[0.005280613,0.0003904564,0.0004946011,0.0008479289,0.0004927635,0.0008363621,0.0007711558,0.0007454075,0.0006039779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004834298,"about_ca_system_score_gemma":0.000421982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001317397,"about_ca_topic_score_gemma":0.00194351,"domain_scores_codex":[0.9980764,0.0007270316,0.0002429618,0.0002933509,0.0004503427,0.0002099037],"domain_scores_gemma":[0.9962518,0.0009590987,0.001333258,0.000196714,0.0005830444,0.0006762762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007474248,0.0005450083,0.9949393,0.00002476368,0.00003057795,0.00006138745,0.002324322,0.00002240641,0.0002247713,0.00001578251,0.00008618072,0.001650651],"study_design_scores_gemma":[0.00001731588,0.001027262,0.9943759,0.000009757265,0.00001475208,0.0002298483,0.00376007,0.0001139894,0.00006628963,0.00001307014,0.0003654795,0.000006213088],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995899,0.00004225109,0.00005247577,0.00001570612,0.000002323446,0.00004373327,0.0000601227,0.000001049175,0.0001925876],"genre_scores_gemma":[0.9993599,0.00005356482,0.0001455041,0.00005753877,0.000003703364,0.00008684409,0.0001137275,0.000001205285,0.0001780306],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003327916,"threshold_uncertainty_score":0.01759994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2155826678049953,"score_gpt":0.6166599898826817,"score_spread":0.4010773220776863,"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."}}