{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008060571,0.0003804954,0.0009315051,0.0001571032,0.0002111923,0.000394613,0.0002536848,0.0004647503,0.002655766],"category_scores_gemma":[0.001323301,0.0001374145,0.000483286,0.0001702212,0.0003083299,0.0003019561,0.0002492542,0.000744589,0.0001656103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001832135,"about_ca_system_score_gemma":0.0005849846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002096643,"about_ca_topic_score_gemma":0.0003168288,"domain_scores_codex":[0.9997205,0.000152181,0.00003252222,0.00003974285,0.00002484882,0.00003015448],"domain_scores_gemma":[0.9991305,0.0002383159,0.000275929,0.00005442922,0.00003802063,0.0002628081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.8383197,0.01605329,0.01741319,0.0010034,0.0009072313,0.0001288098,0.0001236369,0.0006746752,0.01001325,0.0003076178,0.000954313,0.1141009],"study_design_scores_gemma":[0.4197424,0.5159934,0.0559904,0.0002715644,0.001020962,0.0003269614,0.00008610068,0.001597968,0.00245361,0.0006486465,0.001837936,0.00003007538],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962519,0.002658173,0.0001840731,0.0002129096,0.00008709556,0.0002219941,0.00004956851,0.00001284343,0.0003215979],"genre_scores_gemma":[0.9967234,0.001512673,0.0007110218,0.0002978473,0.0001750288,0.0002842719,0.0001374405,0.000001554896,0.0001567853],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002655766,"threshold_uncertainty_score":0.00888443,"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."}}