{"id":"W1974971161","doi":"10.1097/aln.0b013e3182475e39","title":"Advance Targeted Transfusion in Anemic Cardiac Surgical Patients for Kidney Protection","year":2012,"lang":"en","type":"article","venue":"Anesthesiology","topic":"Blood transfusion and management","field":"Medicine","cited_by":96,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; McMaster University; Toronto Rehabilitation Institute; University Health Network","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Perioperative; Acute kidney injury; Anemia; Transferrin saturation; Cardiac surgery; Blood transfusion; Anesthesia; Renal function; Surgery; Internal medicine; Iron deficiency","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.000218935,0.0001136573,0.0002793762,0.0001054626,0.0000413969,0.000001592504,0.00003833582,0.0001426797,0.00005546481],"category_scores_gemma":[0.00004841422,0.00009361017,0.00009477325,0.0001267714,0.00003213435,0.00006288774,0.000007154694,0.0001217699,0.00002328083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003167532,"about_ca_system_score_gemma":0.00002205696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006576959,"about_ca_topic_score_gemma":0.000005106129,"domain_scores_codex":[0.9991063,0.00008103423,0.0002031026,0.0002003311,0.00008582011,0.0003233635],"domain_scores_gemma":[0.9996038,0.00003590898,0.0000304161,0.0001404602,0.00003908034,0.000150311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003126696,0.001706101,0.9059653,0.0003866616,0.0000516848,0.0000210178,0.0008852342,0.000004515092,0.0109686,0.0008220542,0.00301563,0.07304649],"study_design_scores_gemma":[0.004772588,0.0009894292,0.5710815,0.00004738164,0.00006301933,0.00002142032,0.00005344799,0.00002298685,0.003505722,0.00006499115,0.419233,0.0001445955],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963748,0.0002941671,0.0001227507,0.0005804883,0.0003157229,0.001775853,0.000004209161,0.0000524379,0.0004796012],"genre_scores_gemma":[0.9976407,0.0003395466,0.0003687504,0.0009044121,0.0001217712,0.0003370769,0.00009717271,0.00001741042,0.0001731103],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4162174,"threshold_uncertainty_score":0.3817312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01274920444252103,"score_gpt":0.252160045545385,"score_spread":0.2394108411028639,"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."}}