{"id":"W1581916604","doi":"10.1002/9781444319583.ch32","title":"Minimally Invasive Cardiac Surgery: Impact on Blood Loss and Transfusion","year":2010,"lang":"en","type":"other","venue":"","topic":"Cardiac and Coronary Surgery Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Blood loss; Cardiac surgery; Invasive surgery; Minimally invasive cardiac surgery; Blood transfusion; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000896504,0.0003679293,0.0003991743,0.001126591,0.0003508233,0.001793456,0.0006031055,0.000803276,0.0487086],"category_scores_gemma":[0.002976422,0.0001105435,0.0003356116,0.001214737,0.0004096635,0.001201976,0.0005726948,0.00132603,0.005498883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001576705,"about_ca_system_score_gemma":0.00180037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00403742,"about_ca_topic_score_gemma":0.006005961,"domain_scores_codex":[0.9991261,0.0001662983,0.00004970621,0.00005049161,0.0005555935,0.00005176678],"domain_scores_gemma":[0.9980664,0.0008608892,0.0001482074,0.0000479082,0.0007556681,0.0001209606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001979867,0.0001613616,0.002185259,0.001322897,0.00001906095,0.0001353393,0.00006107549,0.0006176425,0.0006180939,0.01146409,0.2149414,0.7682759],"study_design_scores_gemma":[0.0000438889,0.0003807631,0.03083931,0.005083929,0.00006582206,0.001682173,0.0004237365,0.0006844727,0.002290601,0.01391879,0.9445451,0.00004151987],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.008532927,0.404559,0.001908112,0.05840154,0.008552574,0.00007349157,0.001848855,0.0002371299,0.5158864],"genre_scores_gemma":[0.07028219,0.7438576,0.006535049,0.01554569,0.01227973,0.00009316264,0.001688162,0.0001990992,0.1495192],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0487086,"threshold_uncertainty_score":0.1629465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00836651801866831,"score_gpt":0.2504672146329582,"score_spread":0.2421006966142899,"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."}}