{"id":"W2133092517","doi":"10.1097/imi.0b013e3182747699","title":"Drug, Devices, Technologies, and Techniques for Blood Management in Minimally Invasive and Conventional Cardiothoracic Surgery a Consensus Statement from the International Society for Minimally Invasive Cardiothoracic Surgery (ISMICS) 2011","year":2012,"lang":"en","type":"article","venue":"Innovations Technology and Techniques in Cardiothoracic and Vascular Surgery","topic":"Cardiac and Coronary Surgery Techniques","field":"Medicine","cited_by":97,"is_retracted":false,"has_abstract":true,"ca_institutions":"Victoria General Hospital; South Bruce Grey Health Centre; St. Michael's Hospital; Western University; University of Manitoba","funders":"National Institute for Health and Care Research","keywords":"Medicine; Tranexamic acid; Perioperative; Blood management; Cardiopulmonary bypass; Fresh frozen plasma; Aprotinin; Cardiac surgery; Intensive care medicine; Cardiothoracic surgery; Surgery; Anesthesia; Internal medicine; Platelet; Blood loss","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.006266294,0.0006630176,0.00174178,0.002212133,0.0003485712,0.0001070469,0.0002175784,0.0008567916,0.000004918789],"category_scores_gemma":[0.0008799797,0.0006191399,0.0007507189,0.001199865,0.001048662,0.0003836063,0.0005253245,0.0006702402,4.607311e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002414559,"about_ca_system_score_gemma":0.0004660675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001442734,"about_ca_topic_score_gemma":0.0000756654,"domain_scores_codex":[0.9959635,0.0001979587,0.001496564,0.001089526,0.0004256127,0.0008268162],"domain_scores_gemma":[0.9933107,0.00483852,0.0005041416,0.0007348861,0.0004984734,0.0001132564],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003504946,0.0002489341,0.7498346,0.0008385385,0.002228346,0.00008488476,0.0001619285,1.376831e-7,0.001688908,0.002256896,0.01377034,0.228536],"study_design_scores_gemma":[0.003350983,0.0004841503,0.4377736,0.007894129,0.005149615,0.002459705,0.01585372,0.0001049048,0.1490987,0.0235811,0.3492622,0.004987211],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9543565,0.03078177,0.0028516,0.006316641,0.0002935534,0.003878482,0.0004653392,0.000914254,0.0001418414],"genre_scores_gemma":[0.9124635,0.03421237,0.04731213,0.0006711551,0.0001782937,0.004532684,0.0004891648,0.00009274889,0.0000479005],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3354919,"threshold_uncertainty_score":0.999626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02410501656920968,"score_gpt":0.2909918065411397,"score_spread":0.26688678997193,"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."}}