{"id":"W3108363017","doi":"10.1016/j.xjtc.2020.11.021","title":"Commentary: Expertise in fitting square pegs in round holes","year":2020,"lang":"en","type":"letter","venue":"JTCVS Techniques","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Cardiac skeleton; Aortic root; Annulus (botany); Aortic valve; Medicine; Implant; Prosthesis; Computer science; Surgery; Aorta; Materials science","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":[0.006546415,0.001714553,0.002108266,0.001415538,0.006019729,0.004285196,0.006120939,0.06992801,0.01795966],"category_scores_gemma":[0.07646602,0.001523809,0.002034728,0.001128996,0.006042107,0.00869518,0.003090448,0.07411048,0.01407399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007426977,"about_ca_system_score_gemma":0.009591901,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01538326,"about_ca_topic_score_gemma":0.01773411,"domain_scores_codex":[0.9933984,0.001811301,0.0007538728,0.001085897,0.002302708,0.0006477359],"domain_scores_gemma":[0.9610613,0.02242116,0.001516034,0.0008726081,0.01135939,0.002769562],"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":[0.00001066653,0.000004355786,0.00003305653,0.00005972571,0.000003660063,0.000191451,0.0001025458,0.00001405297,0.00001996859,0.0004471861,0.9977063,0.001407078],"study_design_scores_gemma":[0.00005549775,0.00002972751,0.000247947,0.0007872936,0.00001806278,0.001346544,0.0007622986,0.0001113879,0.0001186657,0.002333789,0.9941355,0.00005329679],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001004971,0.001770365,0.00008954843,0.9176317,0.07862524,0.0000203738,0.00006514612,0.00003152668,0.001665682],"genre_scores_gemma":[0.001039561,0.0009857728,0.00009657197,0.9451249,0.05003622,0.00004517733,0.00001820686,0.00002405325,0.002629635],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06992801,"threshold_uncertainty_score":0.06008101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02180596811874567,"score_gpt":0.3491516096108808,"score_spread":0.3273456414921351,"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."}}