{"id":"W3015108015","doi":"10.1097/ede.0000000000001183","title":"Accuracy of Blood Transfusion Records in a Population-based Perinatal Data Registry","year":2020,"lang":"en","type":"article","venue":"Epidemiology","topic":"Blood transfusion and management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Provincial Health Services Authority; University of British Columbia","funders":"","keywords":"Medicine; Odds ratio; Confidence interval; Blood transfusion; Population; Logistic regression; Pregnancy; Obstetrics; Risk factor; Pediatrics; Surgery; Internal medicine","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":[],"category_scores_codex":[0.0438951,0.000332248,0.0007287643,0.006458705,0.0005464126,0.002939897,0.001548025,0.0005333737,0.0005103864],"category_scores_gemma":[0.205312,0.0005169816,0.0006518703,0.008421299,0.0006649588,0.001823199,0.002372467,0.0006126562,0.0002073429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002222522,"about_ca_system_score_gemma":0.003524509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04445021,"about_ca_topic_score_gemma":0.03426,"domain_scores_codex":[0.9419835,0.0299623,0.01135396,0.004829909,0.01036977,0.001500586],"domain_scores_gemma":[0.7402472,0.1196003,0.08068368,0.0288495,0.02842487,0.002194408],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004337505,0.00001120089,0.9959871,0.00003694516,0.00007051756,0.00001335775,0.0001438329,0.000194246,0.00002989118,0.00007253322,0.0001723168,0.003224754],"study_design_scores_gemma":[0.00001202873,0.00005153788,0.993416,0.0002017999,0.0001469563,0.0001980336,0.0004466212,0.003854868,0.0004352627,0.0001761343,0.001043993,0.0000168455],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846778,0.001298208,0.004099448,0.0005722371,0.00004497606,0.0001889971,0.006787382,0.00007299638,0.002258006],"genre_scores_gemma":[0.9931731,0.0003551513,0.00247259,0.00009678345,0.00002102045,0.00007965222,0.003715753,0.000008757112,0.00007721196],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9561049,"threshold_uncertainty_score":0.2321422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1063719729865708,"score_gpt":0.359138188585036,"score_spread":0.2527662155984652,"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."}}