{"id":"W4413819127","doi":"10.2196/73563","title":"A Conversational Agent (PracticePal) to Support the Delivery of a Brief Behavioral Activation Treatment for Depression in Rural India: Development and Pilot-Testing 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":"Indian Council of Medical Research","keywords":"Chatbot; Psychological intervention; Psychosocial; Session (web analytics); Focus group; Medicine; Behavioral activation; Depression (economics); Scripting language; Psychology; Nursing; Psychiatry; World Wide Web; Computer science; Cognition","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":[0.002579759,0.0005167351,0.0002642341,0.0005107509,0.0005321532,0.0005775685,0.001208013,0.0004182001,0.002037738],"category_scores_gemma":[0.004319251,0.0003107775,0.0004155835,0.0002634427,0.0004533203,0.0004608932,0.001199113,0.0005850028,0.0003160076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005186499,"about_ca_system_score_gemma":0.001540056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002939278,"about_ca_topic_score_gemma":0.004102208,"domain_scores_codex":[0.9985538,0.0009341188,0.00007931472,0.0001151982,0.0001428391,0.0001747171],"domain_scores_gemma":[0.9962562,0.002339798,0.0002121217,0.0002689327,0.0003517635,0.000571184],"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":[0.003855866,0.03145818,0.04296495,0.003606927,0.0002159098,0.002719497,0.05480733,0.004163055,0.0700629,0.0009336145,0.002676429,0.7825354],"study_design_scores_gemma":[0.005750727,0.2453906,0.4139296,0.001805581,0.001865835,0.007966475,0.06713559,0.03716534,0.1263295,0.0009711152,0.09116496,0.0005246298],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902906,0.0001367412,0.005507451,0.0001163864,0.00001472974,0.001586242,0.0001221631,0.0002484637,0.001977154],"genre_scores_gemma":[0.9506264,0.0004529612,0.04408509,0.0001525851,0.00002000006,0.002329864,0.0002778406,0.00005734287,0.001997845],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002939278,"threshold_uncertainty_score":0.01364326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2402136626940291,"score_gpt":0.5389644787012132,"score_spread":0.2987508160071841,"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."}}