{"id":"W2300125491","doi":"10.1111/anae.13423","title":"The incidence and importance of anaemia in patients undergoing cardiac surgery in the UK – the first Association of Cardiothoracic Anaesthetists national audit","year":2016,"lang":"en","type":"article","venue":"Anaesthesia","topic":"Blood transfusion and management","field":"Medicine","cited_by":191,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital; University of Calgary","funders":"Vifor Pharma","keywords":"Medicine; Incidence (geometry); Cardiothoracic surgery; Audit; Cardiac surgery; General surgery; Emergency medicine; Intensive care medicine; Surgery","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":[0.002114994,0.00008793396,0.0002427342,0.00008576563,0.00007511247,0.00000946925,0.0001202987,0.00005291494,0.000003402735],"category_scores_gemma":[0.0003636272,0.00004093864,0.00008587664,0.0003229417,0.00008838902,0.00006051545,0.00002172475,0.00008756986,0.000001208499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000122953,"about_ca_system_score_gemma":0.0001081935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002206567,"about_ca_topic_score_gemma":0.003243689,"domain_scores_codex":[0.9986293,0.0001706186,0.0003523219,0.000143934,0.0005476177,0.000156161],"domain_scores_gemma":[0.9987162,0.0007003621,0.0002183502,0.0002364723,0.0001086215,0.00001998739],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004169633,0.00003917308,0.9815535,0.00002488928,0.00002927946,0.00000419566,0.000259935,0.00000175637,0.00000547236,0.0009376939,0.00177482,0.0153276],"study_design_scores_gemma":[0.0003874039,0.00007312333,0.996098,0.0001680074,0.00003184679,8.428439e-7,0.0001421036,0.00000456729,0.00004087057,0.0002593051,0.002744657,0.0000492152],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876937,0.0004965032,0.000006202446,0.01091229,0.00004664054,0.0003928093,0.000004685135,0.000004512396,0.0004426329],"genre_scores_gemma":[0.9967591,0.002670076,0.00001274864,0.0004620282,0.00001660649,0.00002780433,0.00000286222,0.000007063362,0.0000416735],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01527839,"threshold_uncertainty_score":0.1810055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008752253033263206,"score_gpt":0.2373831248192699,"score_spread":0.2286308717860067,"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."}}