{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007069967,0.000109471,0.00052719,0.00007498414,0.00001980133,0.000001025442,0.0002176305,0.0001176095,0.0004046772],"category_scores_gemma":[0.003193309,0.00009632279,0.00006898516,0.0002045349,0.000043865,0.00005030251,0.00006089195,0.0002345926,0.000007792802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000930683,"about_ca_system_score_gemma":0.00006615298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001960281,"about_ca_topic_score_gemma":0.0003747536,"domain_scores_codex":[0.9985176,0.0002196888,0.0005827227,0.0004061885,0.0000848401,0.0001889303],"domain_scores_gemma":[0.9984964,0.0006582643,0.0001274657,0.0005799231,0.00002150464,0.0001164795],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009702854,0.0004486188,0.9578747,0.000879141,0.000104969,0.000126863,0.0002308259,0.0001658029,0.002530752,0.001835102,0.005579092,0.02925383],"study_design_scores_gemma":[0.008126792,0.0009519857,0.9167221,0.0002644989,0.0003537497,0.00003334566,0.000124684,0.02160371,0.0005455287,0.0003161141,0.05071216,0.0002453151],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.882687,0.0008468311,0.005279155,0.1087908,0.0001872295,0.0007189595,0.00007132092,0.00007875192,0.001339962],"genre_scores_gemma":[0.9837156,0.0004136218,0.005660148,0.009618358,0.00009447431,0.00001198114,0.0004293571,0.00001279777,0.00004369635],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1010285,"threshold_uncertainty_score":0.4430931,"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."}}