{"id":"W6912083342","doi":"10.5281/zenodo.15558659","title":"Maternity Care in Canada: Data Landscape and International Comparison","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Maternal and Perinatal Health Interventions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Women's Health Research Institute","funders":"","keywords":"Childbirth; Maternity care; Caesarean section; Presentation (obstetrics); Maternal health; Infant mortality; Quality (philosophy); Session (web analytics); Public health","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":[],"consensus_categories":[],"category_scores_codex":[0.01041209,0.0004624801,0.0009358744,0.008671098,0.002867096,0.004397922,0.001857076,0.0004604544,0.002842898],"category_scores_gemma":[0.03089482,0.0003832127,0.0008007365,0.03668511,0.001204586,0.00079459,0.002904875,0.0009174773,0.000236305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07735635,"about_ca_system_score_gemma":0.09103172,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9927819,"about_ca_topic_score_gemma":0.9943734,"domain_scores_codex":[0.9865236,0.002543576,0.001194382,0.001077293,0.006256854,0.002404341],"domain_scores_gemma":[0.9615746,0.005975595,0.003607378,0.001253497,0.02470698,0.002882049],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005853703,0.00008992431,0.8891602,0.001294467,0.0006790424,0.0002173256,0.003699617,0.001072672,0.0002027487,0.005246092,0.02216417,0.07558838],"study_design_scores_gemma":[0.00003571229,0.00005800813,0.9713017,0.0009237463,0.0002094439,0.0001704835,0.005723884,0.0007143592,0.0001343695,0.0002492947,0.02043246,0.00004652877],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7289023,0.04178686,0.003101349,0.01510632,0.0002436317,0.0009339161,0.1591722,0.0002988,0.05045463],"genre_scores_gemma":[0.934702,0.01130582,0.003408012,0.001483395,0.00005383884,0.0002731678,0.04659007,0.00009424514,0.002089601],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07735635,"threshold_uncertainty_score":0.5612622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06964102836595634,"score_gpt":0.3384575332523216,"score_spread":0.2688165048863653,"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."}}