{"id":"W3013949572","doi":"10.1186/s12884-019-2709-5","title":"Provider volume and maternal complications after Caesarean section: results from a population-based study","year":2020,"lang":"en","type":"article","venue":"BMC Pregnancy and Childbirth","topic":"Maternal and Perinatal Health Interventions","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"Canadian Institutes of Health Research; Department of Health, Western Cape Government; Diabetes Canada; Nova Scotia Department of Health and Wellness; Fondation de la recherche en santé du Nouveau-Brunswick; Nova Scotia Health Research Foundation; University of New Brunswick","keywords":"Medicine; Caesarean section; Population; Reproductive medicine; Obstetrics; Context (archaeology); Obstetrics and gynaecology; Logistic regression; Pregnancy; Emergency medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00211332,0.0002370681,0.0003543252,0.001658423,0.0004310918,0.000938457,0.0006275059,0.000456663,0.001679274],"category_scores_gemma":[0.00849466,0.0003209432,0.001081212,0.004362612,0.0004580238,0.0005474331,0.0007472695,0.0005398914,0.0002248132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001116099,"about_ca_system_score_gemma":0.001494735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08201896,"about_ca_topic_score_gemma":0.09898141,"domain_scores_codex":[0.9978435,0.0006293656,0.0003039011,0.0003509676,0.0006345937,0.0002376723],"domain_scores_gemma":[0.9936581,0.00178627,0.002894779,0.0003569666,0.0008567403,0.0004471343],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003182972,0.00001533147,0.9985649,0.00003925939,0.0001679406,0.00003033837,0.0001404355,0.00001719713,0.00002313044,0.000008762736,0.00009668688,0.0008641874],"study_design_scores_gemma":[0.000005165582,0.00002538138,0.9994258,0.00002495175,0.00007498169,0.00006773773,0.000206976,0.00003495223,0.000007789789,0.000008150234,0.0001152638,0.000003031452],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955366,0.001559696,0.0001656373,0.0001916739,0.00001062465,0.00002478043,0.001980742,0.000004834488,0.0005254112],"genre_scores_gemma":[0.9979741,0.0007736791,0.0001202375,0.00009165314,0.0000170137,0.00002491171,0.0009153859,0.000003918648,0.00007909047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08201896,"threshold_uncertainty_score":0.1630831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03266084610113161,"score_gpt":0.2900474045415219,"score_spread":0.2573865584403903,"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."}}