{"id":"W4244095730","doi":"10.1177/155698451200700401","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":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Victoria General Hospital; South Bruce Grey Health Centre; St. Michael's Hospital; Western University; University of Manitoba","funders":"","keywords":"Invasive surgery; Cardiothoracic surgery; Medicine; Minimally invasive procedures; 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":[0.01655045,0.001518888,0.003489871,0.004384413,0.001350474,0.002415691,0.003413158,0.006329858,0.00168304],"category_scores_gemma":[0.01466204,0.0009364452,0.002799317,0.002679165,0.002614948,0.002394896,0.001878077,0.009836523,0.001602134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002230793,"about_ca_system_score_gemma":0.009409709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0055526,"about_ca_topic_score_gemma":0.01404019,"domain_scores_codex":[0.9884624,0.002927746,0.003651729,0.0004539588,0.004110092,0.0003941925],"domain_scores_gemma":[0.9753056,0.01209049,0.004008716,0.0006540729,0.006945784,0.0009953296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004974034,0.0006183258,0.002217786,0.01206138,0.0003268157,0.0009680534,0.0003200698,0.001522798,0.004856617,0.006989361,0.2045007,0.7651207],"study_design_scores_gemma":[0.000351301,0.0007967747,0.009316222,0.02221571,0.0008627608,0.004840771,0.0005577281,0.001505469,0.003977556,0.008483007,0.9469369,0.0001558456],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"methods","genre_scores_codex":[0.002656368,0.8831859,0.01345656,0.07619839,0.01008263,0.0004423841,0.0006007489,0.000157202,0.01321982],"genre_scores_gemma":[0.03208703,0.7713789,0.09880973,0.062824,0.01506974,0.001453252,0.002159536,0.0001718209,0.01604599],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01655045,"threshold_uncertainty_score":0.08752823,"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."}}