{"id":"W4411487303","doi":"10.1016/j.ajog.2025.06.031","title":"Improving epidemiological synthesis of postpartum complications: methodological considerations","year":2025,"lang":"en","type":"letter","venue":"American Journal of Obstetrics and Gynecology","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia Hospital; Providence Health Care; Izaak Walton Killam Health Centre; BC Children's Hospital; Dalhousie University; St. Paul's Hospital","funders":"National Institute of Child Health and Human Development; Digital Technology Supercluster; National Heart, Lung, and Blood Institute; Medtronic Canada; Providence Health Care","keywords":"Medicine; Epidemiology; Intensive care medicine; Obstetrics; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.7218083,0.002915832,0.009590279,0.01371861,0.005801108,0.02217999,0.01042013,0.01563605,0.007223323],"category_scores_gemma":[0.9308658,0.004043372,0.006766072,0.01870829,0.01266679,0.01427658,0.01085062,0.01486757,0.001803184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01124623,"about_ca_system_score_gemma":0.03134293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0182228,"about_ca_topic_score_gemma":0.02593526,"domain_scores_codex":[0.1435463,0.7264621,0.0952675,0.008028986,0.02493271,0.001762411],"domain_scores_gemma":[0.02561154,0.8891057,0.0175248,0.03046111,0.03564049,0.00165638],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003823152,0.0006289,0.04131866,0.09324721,0.03663386,0.001284322,0.02194357,0.004207124,0.001285475,0.1315709,0.3766979,0.287359],"study_design_scores_gemma":[0.004856394,0.00106208,0.03315673,0.110976,0.02243572,0.00134287,0.01301367,0.01285652,0.002153183,0.4328187,0.3644561,0.0008719993],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.006272386,0.06858262,0.09876291,0.7625647,0.04730752,0.004453561,0.004238194,0.0004721643,0.007345922],"genre_scores_gemma":[0.1357056,0.02427931,0.3070281,0.4573898,0.04883294,0.02249236,0.001520206,0.0004901133,0.002261599],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2781917,"threshold_uncertainty_score":0.34306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09434187604144083,"score_gpt":0.3558349705208473,"score_spread":0.2614930944794064,"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."}}