{"id":"W4237642848","doi":"10.1016/j.athoracsur.2016.07.016","title":"Invited Commentary","year":2016,"lang":"en","type":"article","venue":"The Annals of Thoracic Surgery","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Extracorporeal membrane oxygenation; ARDS; Acute respiratory distress; Oxygenation; Anesthesia; Lung; Sepsis; Respiratory distress; Venous blood; Cannula; Cardiology; Surgery; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.009974596,0.001353461,0.002094108,0.00164125,0.006380383,0.008987921,0.004411016,0.07802359,0.04369118],"category_scores_gemma":[0.09333333,0.001060033,0.002869437,0.001006406,0.003984291,0.004597279,0.005156339,0.05212167,0.02202579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008016725,"about_ca_system_score_gemma":0.0132347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008710227,"about_ca_topic_score_gemma":0.01368876,"domain_scores_codex":[0.9872318,0.003028284,0.0008954225,0.001857906,0.004645333,0.00234135],"domain_scores_gemma":[0.9610486,0.01929308,0.002065912,0.001314078,0.009799661,0.006478675],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001283157,0.000002817771,0.00003929783,0.00004579919,0.000006982248,0.0001131491,0.00004165724,0.000005949279,0.00001834099,0.0006496073,0.9976732,0.00139047],"study_design_scores_gemma":[0.00006041082,0.00001530553,0.0002694402,0.0005205731,0.00003077211,0.000234843,0.0002048695,0.00002704286,0.00006403698,0.002018223,0.996527,0.00002737609],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001189008,0.002653407,0.00004406459,0.8263736,0.1648301,0.00002157046,0.00008368189,0.00002290296,0.005851812],"genre_scores_gemma":[0.001012281,0.0009265931,0.00003928863,0.9171878,0.06687931,0.00004388736,0.00003350135,0.00002685873,0.01385046],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9563088,"threshold_uncertainty_score":0.1461616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1078749492906458,"score_gpt":0.3317478034098243,"score_spread":0.2238728541191785,"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."}}