{"id":"W2969957310","doi":"10.1016/j.jtcvs.2019.08.001","title":"Commentary: Engineering an optimal mechanical circulatory support system for the cavopulmonary connection","year":2019,"lang":"en","type":"letter","venue":"Journal of Thoracic and Cardiovascular Surgery","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Medicine; Fontan procedure; Hypoplastic left heart syndrome; Ventricle; Cardiology; Internal medicine; Circulatory system; Inferior vena cava; Heart disease; 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":[0.00337829,0.001032004,0.001543128,0.000728117,0.004025532,0.004042017,0.001908884,0.08344716,0.005718585],"category_scores_gemma":[0.03026438,0.000922239,0.00140665,0.0006354849,0.002882003,0.003395888,0.00149986,0.05055733,0.006817801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004937186,"about_ca_system_score_gemma":0.004784956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004534749,"about_ca_topic_score_gemma":0.006227418,"domain_scores_codex":[0.9966992,0.0009883556,0.000447438,0.0004801302,0.0009914909,0.0003934125],"domain_scores_gemma":[0.9896849,0.007055641,0.0006273358,0.0002232698,0.001440185,0.0009686502],"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":[0.00007397438,0.00003050187,0.0002718669,0.00008030593,0.00001664108,0.001911578,0.0001169023,0.000103337,0.000158312,0.00218634,0.9901266,0.004923691],"study_design_scores_gemma":[0.0001903083,0.000112315,0.0009196255,0.0005147483,0.00006718106,0.002712553,0.0004239435,0.000875,0.0003845052,0.01127059,0.9824264,0.0001028335],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003027804,0.0008094922,0.0001170677,0.9596999,0.0369646,0.00001082372,0.00005188817,0.00002127308,0.002022184],"genre_scores_gemma":[0.004213409,0.0008493355,0.0002189496,0.9121427,0.0771294,0.00004250425,0.0000269918,0.00002190516,0.005354817],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08344716,"threshold_uncertainty_score":0.03582197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02018500807587295,"score_gpt":0.2285119098631471,"score_spread":0.2083269017872741,"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."}}