{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00007469018,0.0004088052,0.0008291149,0.0003416791,0.00003446508,0.00004473029,0.0001343065,0.0004404705,0.00006426052],"category_scores_gemma":[0.00004658051,0.0003826086,0.0007263143,0.0002534669,0.00006805726,0.00008512138,0.0001192401,0.001171673,0.00001815228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006395277,"about_ca_system_score_gemma":0.00006524198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001330432,"about_ca_topic_score_gemma":0.00002530728,"domain_scores_codex":[0.9981433,0.0001024277,0.0004529429,0.0005472322,0.000353759,0.0004003898],"domain_scores_gemma":[0.9992602,0.00004878615,0.00012216,0.0004405458,0.000036111,0.00009212882],"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":[0.0000675257,0.0001576186,0.1309022,0.0003703785,0.0001278841,0.003918296,0.0002304075,3.251407e-8,0.00003637173,0.000002088216,0.8538187,0.01036856],"study_design_scores_gemma":[0.002664181,0.000735731,0.05471987,0.005156354,0.0006468055,0.00004362604,0.0002877135,0.00002272234,0.001403907,0.0005265192,0.9328058,0.0009867977],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03200224,0.003009868,0.00002510776,0.9595252,0.0001408727,0.002203093,0.0002461679,0.0006148224,0.002232604],"genre_scores_gemma":[0.1835491,0.0004165295,0.0008425533,0.8107085,0.001518077,0.0006597125,0.001999774,0.0001183543,0.000187401],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1515469,"threshold_uncertainty_score":0.9998626,"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."}}