{"id":"W4413849180","doi":"10.2196/68052","title":"Multiuser Application for the Diagnosis and Treatment of Depression in Women’s Self-Help Groups: Pilot Randomized Controlled Trial","year":2025,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Mental Health","keywords":"Preprint; Randomized controlled trial; Depression (economics); Psychology; Medicine; Computer science; World Wide Web; 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":[0.003573625,0.001842733,0.004150627,0.000797328,0.0008304988,0.001432333,0.001392696,0.00304786,0.01827908],"category_scores_gemma":[0.004480627,0.0008596739,0.003028147,0.0007084342,0.00129115,0.001455569,0.0008712967,0.003261183,0.001504331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009163172,"about_ca_system_score_gemma":0.001774609,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001832427,"about_ca_topic_score_gemma":0.003976898,"domain_scores_codex":[0.9983653,0.0008688332,0.0001403858,0.0002343369,0.0001481449,0.0002428383],"domain_scores_gemma":[0.9979873,0.0008166202,0.0003604286,0.0001874133,0.0002366315,0.0004115804],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.955657,0.02204715,0.0003240377,0.003530995,0.001807464,0.00005611976,0.0001080194,0.0001312101,0.0006854035,0.0001619815,0.001275481,0.01421525],"study_design_scores_gemma":[0.9590418,0.03886866,0.0006308618,0.0001479006,0.0004505328,0.000008221503,0.00003544324,0.0001286076,0.00009399002,0.00009520921,0.0004903238,0.000008386288],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7294551,0.01415614,0.003270595,0.002565501,0.003941379,0.2341177,0.004607686,0.00083308,0.007052769],"genre_scores_gemma":[0.7178966,0.005843052,0.009591006,0.002455102,0.001148195,0.2547044,0.001044453,0.00005284217,0.00726425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01827908,"threshold_uncertainty_score":0.0611496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07560810197765458,"score_gpt":0.4888711851102984,"score_spread":0.4132630831326438,"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."}}