{"id":"W4306158242","doi":"10.1111/jocs.17020","title":"Current status of perioperative temporary mechanical circulatory support during cardiac surgery","year":2022,"lang":"en","type":"article","venue":"Journal of Cardiac Surgery","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"National Heart, Lung, and Blood Institute; Edwards Lifesciences; Daiichi Sankyo Europe; American Heart Association","keywords":"Medicine; Perioperative; Bypass grafting; Cardiac surgery; Artery; 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":[0.00210321,0.0001180225,0.0002300665,0.000935532,0.0002371884,0.001217109,0.0005670889,0.0003320922,0.001299904],"category_scores_gemma":[0.00966086,0.0001045669,0.0002715145,0.001490917,0.0005937115,0.001014958,0.0005583538,0.0005086297,0.000145083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007407138,"about_ca_system_score_gemma":0.001348006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002175755,"about_ca_topic_score_gemma":0.003027356,"domain_scores_codex":[0.9984314,0.0003630327,0.0004687284,0.0002110364,0.0003771829,0.0001486643],"domain_scores_gemma":[0.9846704,0.00281104,0.009475583,0.0002002897,0.001774674,0.001068007],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000211118,0.00010738,0.877857,0.0008877728,0.0001611389,0.0001306816,0.0003460098,0.0002237017,0.0003423408,0.0006972403,0.001905818,0.1171298],"study_design_scores_gemma":[0.00001223516,0.0002639122,0.9876693,0.001066816,0.000142689,0.001094238,0.001288488,0.0005951177,0.0002299209,0.0003396957,0.007280789,0.00001675482],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.850692,0.1322188,0.000989291,0.007926806,0.0003161287,0.00002105473,0.001877045,0.00002724581,0.005931471],"genre_scores_gemma":[0.973257,0.02461625,0.000393387,0.0004035041,0.0005284942,0.00001377146,0.0007019649,0.000003520879,0.00008218686],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.002175755,"threshold_uncertainty_score":0.01112294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02232771621588885,"score_gpt":0.2414918351005246,"score_spread":0.2191641188846358,"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."}}