{"id":"W2061677561","doi":"10.1161/circulationaha.107.718353","title":"Risk Associated With Preoperative Anemia in Cardiac Surgery","year":2008,"lang":"en","type":"article","venue":"Circulation","topic":"Blood transfusion and management","field":"Medicine","cited_by":503,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; Anemia; Surgery; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0001821529,0.00005952869,0.000173556,0.00008851759,0.00005004683,0.000003313045,0.00001043662,0.00004336969,0.00004221235],"category_scores_gemma":[0.00006748457,0.00004971365,0.00004191835,0.000233985,0.00002181392,0.00005444693,0.000003216458,0.00008701195,0.00001111329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006254841,"about_ca_system_score_gemma":0.00004818794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009390432,"about_ca_topic_score_gemma":0.00004977973,"domain_scores_codex":[0.9994451,0.00006989908,0.0001162111,0.0001265577,0.0001496732,0.00009259686],"domain_scores_gemma":[0.999727,0.00005639741,0.00003685358,0.00009603625,0.00004832367,0.00003544634],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003028395,0.00007943375,0.9974275,0.000009929267,0.00004140659,0.00003219318,0.0006072992,0.0001989808,0.0001657043,0.00002149256,0.0004338148,0.0009520057],"study_design_scores_gemma":[0.0005227214,0.00001781361,0.9984809,0.00005236749,0.00006672164,0.000003815795,0.00005517332,0.0003753254,0.0002133382,0.000008845976,0.0001434359,0.00005952213],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957218,0.00006855869,0.000351638,0.0001484864,0.00005263555,0.0003674927,0.00000298155,0.00004439208,0.003242015],"genre_scores_gemma":[0.999485,0.0001112246,0.00003392659,0.0001107324,0.00002441603,0.00001895746,0.00008248134,0.000008546432,0.0001247708],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003763144,"threshold_uncertainty_score":0.2027264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0197673357120401,"score_gpt":0.2295714479068274,"score_spread":0.2098041121947873,"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."}}