{"id":"W4413338974","doi":"10.1186/s12916-025-04272-y","title":"Bridges to treatment satisfaction: the roles of trauma, social support, race and ethnicity among perinatal women receiving behavioural activation therapy","year":2025,"lang":"en","type":"article","venue":"BMC Medicine","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital; University of Toronto; Centre for Addiction and Mental Health; Lunenfeld-Tanenbaum Research Institute","funders":"Patient-Centered Outcomes Research Institute","keywords":"Medicine; Ethnic group; Social support; Anxiety; Clinical psychology; Psychiatry; Psychology; Psychotherapist","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":[0.0002940717,0.0001316926,0.0003140011,0.00007847581,0.0001617069,0.000005763544,0.00004540415,0.00005736786,0.0001720907],"category_scores_gemma":[0.00004674425,0.00007981507,0.00003271868,0.0001097206,0.0001323157,0.00005425966,0.0000210214,0.0001093608,0.000001058446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001803912,"about_ca_system_score_gemma":0.00006129129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00121362,"about_ca_topic_score_gemma":0.0004375304,"domain_scores_codex":[0.9990691,0.00008427526,0.0002827385,0.0001804999,0.0001937626,0.0001896101],"domain_scores_gemma":[0.9994818,0.0001409582,0.0000993002,0.0001456922,0.00004006436,0.00009219223],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001420625,0.00007817302,0.891655,0.0006436552,0.0000467295,0.000004743708,0.01725183,0.000001200114,0.001365883,0.0000939811,0.000120778,0.08731738],"study_design_scores_gemma":[0.001990196,0.001191118,0.9793942,0.001210969,0.00003344965,0.00001364461,0.002379295,0.00001101753,0.01328771,0.00001803001,0.000414212,0.00005615448],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921167,0.0003924461,0.00006701199,0.006287185,0.0001908024,0.0006245747,0.000007460129,0.00002623024,0.0002875412],"genre_scores_gemma":[0.9969931,0.0002841223,0.00004079374,0.00050803,0.0001544429,0.000103277,0.00000826366,0.000008606608,0.00189933],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08773918,"threshold_uncertainty_score":0.3254764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04372003999360452,"score_gpt":0.3411389322343237,"score_spread":0.2974188922407192,"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."}}