{"id":"W4281714794","doi":"10.1016/j.cjco.2022.06.002","title":"Sternum-Sparing Left Ventricular Assist Device Insertion Reduces Perioperative Transfusions and Blood Loss: A Single-Centre Canadian Experience","year":2022,"lang":"en","type":"article","venue":"CJC Open","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Libin Cardiovascular Institute of Alberta; University of Calgary","funders":"Alberta Health Services","keywords":"Medicine; Surgery; Perioperative; Intensive care unit; Ventricular assist device; Transplantation; Blood transfusion; Median sternotomy; Fresh frozen plasma; Sternum; Cardiology; Heart failure; Internal medicine; Platelet","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0006748806,0.0004912932,0.0005224837,0.0009807831,0.001656338,0.001143458,0.0007102997,0.000338182,0.0015013],"category_scores_gemma":[0.002502812,0.0002458875,0.0004581198,0.002454827,0.0005373447,0.0002748393,0.0005996064,0.00041029,0.0002144019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01034052,"about_ca_system_score_gemma":0.02199127,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7203682,"about_ca_topic_score_gemma":0.8666118,"domain_scores_codex":[0.9991633,0.00008248856,0.00006332246,0.0001063579,0.0004081336,0.0001763464],"domain_scores_gemma":[0.9979572,0.0001604858,0.0004363397,0.00007731481,0.00083799,0.0005305842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001509201,0.0005980234,0.8334666,0.001170339,0.0005224788,0.005017439,0.004850757,0.0006345926,0.00436702,0.0003548692,0.005663363,0.1418453],"study_design_scores_gemma":[0.000274007,0.001807327,0.9668326,0.0006745894,0.0004985879,0.009554254,0.003599459,0.0005734004,0.001064421,0.00006460153,0.01494595,0.0001107883],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876089,0.005975698,0.000433944,0.0003761118,0.00004185014,0.0001652179,0.0009744495,0.00001831784,0.004405501],"genre_scores_gemma":[0.9903772,0.007109689,0.0009543966,0.0002051244,0.00003361544,0.0000327588,0.0006749065,0.00001666375,0.0005956668],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2796318,"threshold_uncertainty_score":0.5625572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02316925687493931,"score_gpt":0.235146770706695,"score_spread":0.2119775138317557,"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."}}