{"id":"W2150308743","doi":"10.1177/108925320300700206","title":"Blood Conservation Strategies in Cardiac Surgery","year":2003,"lang":"en","type":"article","venue":"Seminars in Cardiothoracic and Vascular Anesthesia","topic":"Blood transfusion and management","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University of Toronto","funders":"","keywords":"Medicine; Blood conservation; Cardiac surgery; Cardiopulmonary bypass; Perioperative; Blood management; Intensive care medicine; Blood transfusion; Surgery; Anesthesia","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001465742,0.0001725827,0.0006050508,0.0002642253,0.00003717094,0.00003197451,0.00003362741,0.000131728,0.00001975091],"category_scores_gemma":[0.00004443664,0.0001657738,0.0002254901,0.0003948489,0.00005671642,0.0001126011,0.000007292067,0.0001759278,0.000003910164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002730028,"about_ca_system_score_gemma":0.0001121723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001204508,"about_ca_topic_score_gemma":0.00001924479,"domain_scores_codex":[0.9986245,0.0002758267,0.0002832482,0.0003163805,0.0002436047,0.0002564301],"domain_scores_gemma":[0.9994765,0.0000949509,0.00003167943,0.0002815783,0.00003087733,0.00008441987],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008015794,0.0003118388,0.9732005,0.0006313098,0.0002876209,0.001601921,0.0009234311,0.00003097385,0.0005489624,0.005340005,0.0008738974,0.01616936],"study_design_scores_gemma":[0.002531471,0.0002108197,0.8424132,0.001607234,0.001122029,0.001003205,0.007826817,0.00008448859,0.002994935,0.0006411286,0.1387484,0.0008162924],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.985761,0.009205672,0.0001653159,0.0005273786,0.00005502283,0.00050486,5.597328e-7,0.00003906927,0.003741072],"genre_scores_gemma":[0.9880778,0.01044227,0.000795931,0.0004162208,0.00002450463,0.00005284042,0.00001304489,0.00002350425,0.0001538795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1378745,"threshold_uncertainty_score":0.676006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01271549724647636,"score_gpt":0.255840903199963,"score_spread":0.2431254059534866,"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."}}