{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005981973,0.0001694883,0.0001740555,0.0005337806,0.0002710517,0.0003623387,0.0001946444,0.0002837876,0.001303682],"category_scores_gemma":[0.003830735,0.0001236353,0.0002347684,0.0006582123,0.0002289025,0.0001665897,0.0003601086,0.0005085104,0.00007600718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002216029,"about_ca_system_score_gemma":0.0004954351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001537015,"about_ca_topic_score_gemma":0.001327803,"domain_scores_codex":[0.9995744,0.0001217801,0.00006534981,0.00006725117,0.00009722006,0.00007404503],"domain_scores_gemma":[0.9966493,0.0005430594,0.002043031,0.0001071532,0.0002542095,0.0004031474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000424278,0.000009678233,0.9989747,0.000005774933,0.00001506157,0.0000481124,0.000008771015,0.00002907004,0.00005883285,0.00001004136,0.00005879987,0.0007386858],"study_design_scores_gemma":[0.000005809734,0.00005039752,0.9986851,0.000008976017,0.00002417288,0.0007063549,0.00003815634,0.0002802198,0.00004829025,0.00005395928,0.00009590483,0.000002654363],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987823,0.0005683147,0.0001227593,0.0001247822,0.000008473898,0.000005671857,0.0001096142,0.000003380851,0.0002746273],"genre_scores_gemma":[0.9996549,0.0001072613,0.00008264217,0.00001586492,0.00001585805,0.000002882177,0.00009916247,6.488638e-7,0.00002068369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001537015,"threshold_uncertainty_score":0.004361212,"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."}}