{"id":"W4296612925","doi":"10.1111/jocs.16956","title":"Outcomes of expanded polytetrafluoroethylene pericardial membrane implantation in left ventricular assist device explantation and heart transplantation","year":2022,"lang":"en","type":"article","venue":"Journal of Cardiac Surgery","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; McMaster University; University of Toronto","funders":"","keywords":"Medicine; Surgery; Dissection (medical); Mediastinum; Ventricular assist device; Implant; Intensive care unit; Cardiopulmonary bypass; Prosthesis Implantation; Transplantation; Median sternotomy; Heart transplantation; Pericardium; Prosthesis; Heart failure; Anesthesia; Cardiology; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.001227664,0.0001355737,0.0006965796,0.0004259936,0.00004698186,0.00001675189,0.00006377831,0.00005175103,0.00005584253],"category_scores_gemma":[0.00004892389,0.0001373534,0.0003043695,0.0002358489,0.00001433191,0.0002892779,0.0000102882,0.0002264932,6.084515e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008918237,"about_ca_system_score_gemma":0.00005993326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001536155,"about_ca_topic_score_gemma":0.000003198377,"domain_scores_codex":[0.998116,0.000280248,0.0007765885,0.0001103803,0.0005442499,0.0001725157],"domain_scores_gemma":[0.9988852,0.0006498288,0.0002299844,0.00009269437,0.00005722846,0.00008513177],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001330463,0.00004449686,0.9552059,0.0002982434,0.000265112,0.000197357,0.0007101448,0.007349231,0.03205919,0.00001151344,0.0001557014,0.003570067],"study_design_scores_gemma":[0.0003356178,0.00003679513,0.9639764,0.00004014539,0.0001588417,0.0007615198,0.0007297862,0.0002187321,0.03322546,0.0000231268,0.0003220981,0.0001714845],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968345,0.001700806,0.0001952216,0.00003850333,0.000996516,0.0001084402,0.00005976324,0.00001966132,0.00004662798],"genre_scores_gemma":[0.9994417,0.0002722419,0.0001174085,0.00003655508,0.00006488226,0.000007976555,0.00003730863,0.0000207825,0.000001161973],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008770498,"threshold_uncertainty_score":0.5601108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01357811269885431,"score_gpt":0.2341071516458512,"score_spread":0.2205290389469969,"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."}}