{"id":"W4407329918","doi":"10.3390/healthcare13040363","title":"Interactive Conversational Agents for Perinatal Health: A Mixed Methods Systematic Review","year":2025,"lang":"en","type":"review","venue":"Healthcare","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Centre intégré de santé et de services sociaux de Chaudière-Appalaches; Institut National de la Recherche Scientifique","funders":"Université Laval","keywords":"CINAHL; Psychological intervention; MEDLINE; Conversation; Cochrane Library; Medical education; Psychology; Medicine; Computer science; Family medicine; Nursing; Meta-analysis; Communication","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.007267674,0.0009734833,0.008207205,0.0006269695,0.002296978,0.0000175126,0.0008578426,0.001032684,0.0003410177],"category_scores_gemma":[0.005244482,0.000824616,0.001172294,0.001164814,0.00007178472,0.0001206278,0.0003039113,0.002516954,0.0005051734],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00362866,"about_ca_system_score_gemma":0.02340489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004657005,"about_ca_topic_score_gemma":0.0002489451,"domain_scores_codex":[0.9786882,0.01130136,0.006193024,0.00142066,0.0005176006,0.001879198],"domain_scores_gemma":[0.9780182,0.01284268,0.0049436,0.001689135,0.001213085,0.001293342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009856003,0.00002616231,0.000001003468,0.6513507,0.00009238473,7.407733e-7,0.0001359553,1.035086e-8,6.049545e-10,0.00613089,0.05189452,0.2903577],"study_design_scores_gemma":[0.0002517235,0.00007062575,0.000001710853,0.4783208,0.0005333199,0.000007987795,0.0001839035,0.000005938479,4.026033e-9,0.0001214705,0.5202795,0.0002230418],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[7.553509e-9,0.8892043,0.003986241,0.01028322,0.003381081,0.08924684,0.003238961,0.0002591961,0.0004001119],"genre_scores_gemma":[1.255157e-7,0.7282306,0.005426297,0.02408623,0.000360978,0.2351107,0.00297702,0.0001121759,0.003695862],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4683849,"threshold_uncertainty_score":0.9997843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2141228492456194,"score_gpt":0.6239479659128442,"score_spread":0.4098251166672248,"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."}}