{"id":"W4288808593","doi":"10.1053/j.jvca.2022.07.020","title":"Transesophageal Echocardiography-Guided Extracorporeal Membrane Oxygenation Cannulation in COVID-19 Patients","year":2022,"lang":"en","type":"article","venue":"Journal of Cardiothoracic and Vascular Anesthesia","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; Toronto General Hospital; University of Toronto","funders":"","keywords":"Medicine; Extracorporeal membrane oxygenation; Cannula; Hemothorax; Tamponade; Pneumothorax; Intensive care unit; Nasal cannula; Surgery; Retrospective cohort study; Cardiac tamponade; Trauma center; Thoracostomy; Anesthesia; 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":[0.001575764,0.0001798022,0.0004892511,0.0004911979,0.0001126092,0.00004101439,0.0001630879,0.00008578743,0.00007604172],"category_scores_gemma":[0.0000332087,0.0001833728,0.0004097223,0.0004759418,0.00001986488,0.0003377262,0.00001137141,0.0003533226,7.276974e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002206001,"about_ca_system_score_gemma":0.0000839116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001571527,"about_ca_topic_score_gemma":0.000001699577,"domain_scores_codex":[0.9978935,0.0003319943,0.0006456611,0.0001695775,0.0007508243,0.0002084982],"domain_scores_gemma":[0.9992767,0.00005434359,0.0001597683,0.0001722824,0.00008155806,0.000255378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0001760551,0.0001616112,0.3261879,0.0005720091,0.0007952391,0.001898647,0.001684495,0.6517337,0.0007207996,0.0002304672,0.0006474042,0.01519167],"study_design_scores_gemma":[0.004098207,0.0003571686,0.9562237,0.00006047284,0.0005456566,0.002662955,0.000503502,0.01883925,0.0003431721,0.0008257193,0.01481448,0.0007257298],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883152,0.00345765,0.007618023,0.00006944144,0.0001495768,0.0002480104,0.00000498544,0.00004625428,0.00009089556],"genre_scores_gemma":[0.9992363,0.0001480194,0.0002885515,0.0001718534,0.00008494619,0.00001484389,0.00001918691,0.00003405663,0.000002257748],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6328945,"threshold_uncertainty_score":0.7477725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01363392741900212,"score_gpt":0.2433634506656634,"score_spread":0.2297295232466613,"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."}}