{"id":"W3108356093","doi":"10.1016/j.jtcvs.2020.11.053","title":"Commentary: “If it ain't pretty, it ain't going to work pretty”","year":2020,"lang":"en","type":"letter","venue":"Journal of Thoracic and Cardiovascular Surgery","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children; SickKids Foundation; University of Toronto","funders":"","keywords":"Ain't; Feature (linguistics); Internal medicine; Work (physics); Cardiology; Medicine; Computer science; Philosophy; Engineering; Linguistics; Mechanical engineering","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":[0.006221331,0.001244635,0.002290064,0.001202167,0.009123836,0.006846634,0.003412774,0.1023133,0.01384776],"category_scores_gemma":[0.0463586,0.0013105,0.002017432,0.001093969,0.004374959,0.00553858,0.002732645,0.07243986,0.01201019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009056389,"about_ca_system_score_gemma":0.01828351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02639172,"about_ca_topic_score_gemma":0.04489858,"domain_scores_codex":[0.9913297,0.002211182,0.0009015331,0.001084494,0.002648095,0.001824967],"domain_scores_gemma":[0.9845158,0.007473821,0.001053686,0.000313039,0.003480653,0.003162978],"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":[0.00004073172,0.00001697787,0.0002008382,0.00003952136,0.00001345878,0.0007043608,0.000128785,0.00002875789,0.00005727027,0.001195176,0.9959807,0.001593298],"study_design_scores_gemma":[0.0001707814,0.00006158547,0.001083628,0.0006963858,0.00006143376,0.001132213,0.0007920951,0.0003941421,0.0001814612,0.007578315,0.9877344,0.0001136434],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001570695,0.000345598,0.00003117363,0.9779047,0.01891728,0.00001204546,0.00006464749,0.00001419657,0.002553334],"genre_scores_gemma":[0.0008661309,0.0001699241,0.00006196166,0.9818867,0.01213174,0.00002853545,0.00001849889,0.0000125692,0.00482393],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1023133,"threshold_uncertainty_score":0.06570899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02504980621107683,"score_gpt":0.3174641661057059,"score_spread":0.2924143598946291,"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."}}