{"id":"W4409454529","doi":"10.1136/bmjment-2024-301445","title":"Leveraging artificial intelligence in the prediction, diagnosis and treatment of depression and anxiety among perinatal women in low- and middle-income countries: a systematic review","year":2025,"lang":"en","type":"review","venue":"BMJ Mental Health","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"MQ: Transforming Mental Health; Wellcome Trust","keywords":"Anxiety; Systematic review; Thematic analysis; Depression (economics); Medicine; Postpartum depression; Mental health; Clinical psychology; Psychology; MEDLINE; Psychiatry; Pregnancy; Qualitative research","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009028625,0.001305319,0.006693437,0.008696997,0.0007060479,0.003066425,0.001877391,0.002256461,0.003070231],"category_scores_gemma":[0.04110005,0.0009962782,0.007745313,0.008271504,0.0008619386,0.002252192,0.00129535,0.001296979,0.0002407404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003519473,"about_ca_system_score_gemma":0.01230897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009147774,"about_ca_topic_score_gemma":0.02569474,"domain_scores_codex":[0.9919379,0.003510358,0.002725333,0.0004493033,0.001182789,0.0001941636],"domain_scores_gemma":[0.962395,0.03056747,0.0041131,0.000350508,0.00228402,0.0002899697],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001809676,0.00003765709,0.0007523152,0.9418131,0.008974941,0.0000750105,0.0002183639,0.0001112304,0.00009225736,0.0001521676,0.0005871059,0.04700478],"study_design_scores_gemma":[0.0002807534,0.0004222019,0.003450466,0.9074254,0.0769465,0.0002570316,0.0004425264,0.0002016245,0.0002028515,0.0002397656,0.01008991,0.00004089052],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001200963,0.9976721,0.0001423033,0.0001981763,0.00006966122,0.0003765126,0.0001226705,0.000005315665,0.0002121673],"genre_scores_gemma":[0.0141993,0.9837919,0.0009238211,0.0003289304,0.0000551854,0.0005545589,0.00008865435,0.000002906623,0.0000545675],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009147774,"threshold_uncertainty_score":0.04774851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04549926824653285,"score_gpt":0.3743106047393304,"score_spread":0.3288113364927975,"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."}}