{"id":"W4293314962","doi":"10.1016/j.eclinm.2022.101628","title":"Estimating the effect of donor sex on red blood cell transfused patient mortality: A retrospective cohort study using a targeted learning and emulated trials-based approach","year":2022,"lang":"en","type":"article","venue":"EClinicalMedicine","topic":"Blood transfusion and management","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Novo Nordisk Fonden; Greater Copenhagen Health Science Partners; Canadian Association of Gastroenterology; Novo Nordisk; Innovationsfonden","keywords":"Medicine; Retrospective cohort study; Cohort; Cohort study; Emergency medicine; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008219949,0.0003133752,0.001681091,0.0001949354,0.0003855338,0.00001140341,0.0001231317,0.0000771006,0.000233526],"category_scores_gemma":[0.001392507,0.0001969056,0.0002541576,0.0006048891,0.0001506035,0.00001958245,0.00007742901,0.001082654,4.410782e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007036049,"about_ca_system_score_gemma":0.00006763609,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002427811,"about_ca_topic_score_gemma":0.000003498648,"domain_scores_codex":[0.9941638,0.0023824,0.001377074,0.0006937462,0.001095782,0.0002872577],"domain_scores_gemma":[0.997348,0.001406784,0.0005169003,0.0004978314,0.00007183202,0.00015869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003950736,0.004043081,0.9713052,0.0003300821,0.001687032,0.0001319876,0.002076901,0.01089991,0.003732637,0.000002964723,0.00006513438,0.001774348],"study_design_scores_gemma":[0.09463867,0.08507939,0.4901687,0.0003784214,0.01829137,0.00003594908,0.003993363,0.3020583,0.004593257,0.00001613651,0.0001944587,0.0005520087],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907938,0.000115406,0.0008442101,0.0004343129,0.0002594785,0.006763713,0.00001045595,0.0001081222,0.0006705083],"genre_scores_gemma":[0.998292,0.000008687969,0.0007577495,0.000365249,0.0001099823,0.0003061964,0.00005472613,0.00004682118,0.00005854255],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4811365,"threshold_uncertainty_score":0.8029576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03743112203059936,"score_gpt":0.3408025467377779,"score_spread":0.3033714247071786,"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."}}