{"id":"W2031346846","doi":"10.1007/bf03016433","title":"Predictors of peri-operative red blood cell transfusion in lung transplantation","year":2008,"lang":"en","type":"article","venue":"Canadian Journal of Anesthesia/Journal canadien d anesthésie","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital","funders":"","keywords":"Medicine; Red Blood Cell Transfusion; Lung transplantation; Blood transfusion; Red blood cell; Perioperative; Lung; Transplantation; Intensive care medicine; Peri; Red Cell; Internal medicine; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.001975608,0.0004067809,0.0006395357,0.0007459852,0.0006423086,0.002030626,0.0008106306,0.001631785,0.002472828],"category_scores_gemma":[0.01290755,0.0004451473,0.001020619,0.001404157,0.0006815159,0.0009890924,0.0007023923,0.003195229,0.0003386172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006157869,"about_ca_system_score_gemma":0.001589652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004055952,"about_ca_topic_score_gemma":0.004612069,"domain_scores_codex":[0.9985517,0.0004832056,0.0002022141,0.0001370908,0.0002407169,0.0003851402],"domain_scores_gemma":[0.9846148,0.007438742,0.00406209,0.0005390511,0.0007946471,0.00255069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000266121,0.00007339071,0.9984194,0.000006234671,0.00004134492,0.00008091377,0.00002512671,0.00006114079,0.00004540055,0.00002657055,0.0001059706,0.0008483807],"study_design_scores_gemma":[0.00001895492,0.000189756,0.997794,0.00002005138,0.00009571798,0.0003743674,0.000268289,0.0007809484,0.0001083335,0.0001462631,0.0001900367,0.00001313546],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997788,0.0008387045,0.0001677842,0.000334843,0.00007429368,0.000007776632,0.0001706915,0.000004874309,0.0006129495],"genre_scores_gemma":[0.999035,0.0002356246,0.0001098211,0.00005305267,0.0001262901,0.00000718668,0.0002268024,0.000003980666,0.0002021787],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004055952,"threshold_uncertainty_score":0.01044816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01266726001625911,"score_gpt":0.2409227731836912,"score_spread":0.2282555131674321,"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."}}