{"id":"W4403776897","doi":"10.1016/j.ajp.2024.104290","title":"Effectiveness of a package of community-based mental healthcare services to address perinatal mental disorders in Bangladesh: A cluster-randomized controlled trial","year":2024,"lang":"en","type":"article","venue":"Asian Journal of Psychiatry","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Mental health; Randomized controlled trial; Mental health care; Medicine; Cluster randomised controlled trial; Psychiatry; Cluster (spacecraft); Computer science; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.002832094,0.0002259692,0.00163298,0.0004903007,0.00006828447,0.00001667926,0.0002194557,0.0001047121,0.00004111491],"category_scores_gemma":[0.00003830154,0.0001676724,0.0005863571,0.0002513194,0.0000971815,0.0001137824,0.00004297745,0.0006338905,0.000002024523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001079346,"about_ca_system_score_gemma":0.0003544461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002425018,"about_ca_topic_score_gemma":0.0003108032,"domain_scores_codex":[0.9957362,0.002069262,0.001359945,0.0001283251,0.0004520795,0.0002541564],"domain_scores_gemma":[0.9985,0.0005016006,0.0004916693,0.0002153553,0.00006370601,0.0002276334],"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":[0.9503668,0.0009841563,0.005542582,0.03709381,0.0003586945,0.00002391099,0.004679007,0.000006669869,0.0001974227,0.0002748665,0.00001710755,0.0004549668],"study_design_scores_gemma":[0.9264963,0.006345321,0.007192139,0.05504554,0.000242103,0.0001379358,0.002785957,0.00006929633,0.001002644,0.0004798174,0.00005026679,0.0001527212],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9797983,0.004198068,0.0000421576,0.007924362,0.003518364,0.004176798,0.00009577448,0.00001212923,0.0002340639],"genre_scores_gemma":[0.99901,0.00006177407,0.0003970013,0.0002340055,0.0001281005,0.00009943264,0.0000245596,0.0000290372,0.0000161487],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02387054,"threshold_uncertainty_score":0.6837484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009656957617855242,"score_gpt":0.3185676735862937,"score_spread":0.3089107159684384,"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."}}