{"id":"W3208675023","doi":"10.1016/j.xjon.2021.10.037","title":"Commentary: You cannot always go with the flow","year":2021,"lang":"en","type":"editorial","venue":"JTCVS Open","topic":"Aortic Disease and Treatment Approaches","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Libin Cardiovascular Institute of Alberta; University of Calgary","funders":"","keywords":"Bicuspid aortic valve; Ascending aorta; Enos; Endothelial nitric oxide synthase; Nitric oxide synthase; Cardiology; Aortic valve; Internal medicine; Aorta; Hemodynamics; Medicine; Nitric oxide","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":[0.000212169,0.000361314,0.0006668747,0.00003114298,0.0001830878,0.0002316069,0.0005423168,0.0002538693,0.0006278144],"category_scores_gemma":[0.0000738649,0.0001935664,0.0001328111,0.0001593339,0.0001083686,0.0000991725,0.0004422311,0.0005258999,0.0001074487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001674963,"about_ca_system_score_gemma":0.0008562874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00175775,"about_ca_topic_score_gemma":0.0008151494,"domain_scores_codex":[0.9981268,0.00007950746,0.0002245554,0.0005039976,0.0007522835,0.0003128606],"domain_scores_gemma":[0.9983997,0.0002217535,0.0001428131,0.0009194408,0.0001217319,0.0001945832],"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":[0.0004822777,0.0003883396,0.0004275079,0.00008436629,0.001336699,0.0005603913,0.0002724786,0.00000109196,6.805874e-7,0.00001662089,0.9946463,0.001783222],"study_design_scores_gemma":[0.002961559,0.0003389923,0.0001781942,0.0003078781,0.002137684,0.000006489979,0.0005326475,0.00001821234,0.0000256548,0.00001707711,0.9932427,0.0002328612],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.001431491,0.004038028,0.00003624067,0.1110717,0.7202215,0.007197184,0.002076786,0.0001799941,0.1537472],"genre_scores_gemma":[0.0008652208,0.0002357509,0.001099837,0.005883419,0.9122646,0.0008036808,0.01737631,0.0001490268,0.06132219],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1920431,"threshold_uncertainty_score":0.7893411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02097209031467482,"score_gpt":0.2938484917209346,"score_spread":0.2728764014062598,"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."}}