{"id":"W4414315803","doi":"10.1111/ppe.70072","title":"Estimating Causal Effects of Third‐Stage Management on Postpartum Haemorrhage in a Midwifery Context: An Evidence Synthesis Approach for Constructing Directed Acyclic Graphs","year":2025,"lang":"en","type":"article","venue":"Paediatric and Perinatal Epidemiology","topic":"Maternal and fetal healthcare","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact","funders":"","keywords":"Postpartum haemorrhage; Context (archaeology); Directed acyclic graph; Causal model; Oxytocin; Causal inference; Postpartum period; MEDLINE","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.2839198,0.004050296,0.0116508,0.03778104,0.001926273,0.007546738,0.005949041,0.003901699,0.01185791],"category_scores_gemma":[0.5238103,0.002585889,0.02402456,0.02234433,0.003650537,0.00666292,0.009158451,0.005508611,0.001031362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01378489,"about_ca_system_score_gemma":0.02416756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006827963,"about_ca_topic_score_gemma":0.008099175,"domain_scores_codex":[0.6249425,0.3148803,0.03705757,0.01203039,0.01007508,0.001014223],"domain_scores_gemma":[0.3475927,0.6041955,0.02142889,0.01488224,0.01117528,0.0007254574],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001688946,0.0001648422,0.004671951,0.6067113,0.05266005,0.0003483828,0.004342271,0.03387848,0.0006308121,0.07663926,0.006263823,0.2119999],"study_design_scores_gemma":[0.00459792,0.001636948,0.005472603,0.290117,0.1196717,0.0003441557,0.003578293,0.04546819,0.002622641,0.4632338,0.06264692,0.0006098889],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01179417,0.1100709,0.7518382,0.007154572,0.001770878,0.09541727,0.01489144,0.0009508506,0.006111613],"genre_scores_gemma":[0.07416449,0.0241858,0.7930002,0.00105371,0.000179253,0.1045022,0.002433787,0.00007945556,0.0004010965],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7160802,"threshold_uncertainty_score":0.8830544,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0356171351450345,"score_gpt":0.3427767469488026,"score_spread":0.3071596118037681,"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."}}