{"id":"W2915571842","doi":"10.1111/trf.15200","title":"Red cell transfusion in cardiac surgery: what is the right balance?","year":2019,"lang":"en","type":"review","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; University of Toronto; Mount Sinai Hospital","funders":"","keywords":"Medicine; Balance (ability); Cardiac surgery; Red Blood Cell Transfusion; Blood transfusion; Red Cell; Surgery; Intensive care medicine; Internal medicine; Physical therapy","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001330211,0.0008996028,0.004005551,0.0006161916,0.000171221,0.000107004,0.0004028044,0.0007666251,0.001782961],"category_scores_gemma":[0.000006092378,0.0005519313,0.002580943,0.001200449,0.00008986004,0.000248519,0.00004601811,0.001291265,0.0004678549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001746892,"about_ca_system_score_gemma":0.0003660473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002735486,"about_ca_topic_score_gemma":0.0001065691,"domain_scores_codex":[0.9953104,0.0005970702,0.001299943,0.001166056,0.00090175,0.000724829],"domain_scores_gemma":[0.9975876,0.0004976068,0.0001907053,0.001436958,0.00006779571,0.0002192992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001234314,0.0004067822,0.00004552369,0.03218092,0.0001984512,0.0000987598,0.0007778597,3.404207e-7,0.00004144945,0.00003564405,0.01009693,0.9559939],"study_design_scores_gemma":[0.001087001,0.0001108523,0.00006296624,0.02820354,0.003318815,0.00002695351,0.0001654762,0.000009937761,0.0001178968,0.00001386385,0.9663222,0.0005605157],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001308979,0.9783847,0.00007562601,0.003116665,0.002407937,0.007084914,0.00006048237,0.0001331067,0.008605629],"genre_scores_gemma":[0.00009731532,0.9937866,0.00003883446,0.0009499482,0.0002438584,0.0003266597,0.0003794438,0.0001643551,0.004013032],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9562253,"threshold_uncertainty_score":0.9996932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.029818563587848,"score_gpt":0.2826450025306154,"score_spread":0.2528264389427674,"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."}}