{"id":"W4225358694","doi":"10.1532/hsf.3861","title":"Early and Long-Term Outcomes after Direct Bridge-to-Transplantation with Extracorporeal Membrane Oxygenation","year":2021,"lang":"en","type":"article","venue":"The Heart Surgery Forum","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Montreal Heart Institute","funders":"","keywords":"Medicine; Extracorporeal membrane oxygenation; Term (time); Oxygenation; Intensive care medicine; Transplantation; Bridge to transplantation; Cardiology; Internal medicine; Heart transplantation","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":[0.0002643465,0.0001577444,0.0002594123,0.0000684428,0.00007245875,0.00006044471,0.0000464592,0.00005550095,0.0001033057],"category_scores_gemma":[0.00001488113,0.0001146614,0.00007348747,0.0001821799,0.00002127745,0.000196969,0.0000151371,0.0001044102,0.00004656102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000173479,"about_ca_system_score_gemma":0.00002184266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001657921,"about_ca_topic_score_gemma":0.0002206059,"domain_scores_codex":[0.9989923,0.00005089688,0.0002300468,0.000205253,0.0002334063,0.0002880911],"domain_scores_gemma":[0.9993046,0.0002693573,0.00002355466,0.0002449949,0.00003977621,0.0001177037],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005026766,0.00001502997,0.9954871,0.0001679307,0.0000711776,0.0001674721,0.0001777466,0.0001550173,0.002320594,0.00004051991,0.0001459081,0.001201263],"study_design_scores_gemma":[0.00009920442,0.000009492507,0.9932373,0.00006135858,0.00004075911,0.0001205455,0.000006536281,0.0001426683,0.005699118,0.00002682458,0.0003856227,0.0001705294],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997116,0.0002325564,0.001083036,0.0007761673,0.0002483627,0.0001833322,0.00002586758,0.0001695982,0.0001650694],"genre_scores_gemma":[0.99914,0.00002958081,0.00008391125,0.0004808555,0.00003505714,0.00005035649,0.00004029942,0.00003916222,0.0001008182],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003378524,"threshold_uncertainty_score":0.4675756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01821125967416596,"score_gpt":0.2293651176789471,"score_spread":0.2111538580047812,"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."}}