{"id":"W3166590065","doi":"10.1053/j.semtcvs.2021.05.009","title":"Commentary: Rapid Deployment Does Not Necessarily Warrant Rapid Adoption","year":2021,"lang":"en","type":"letter","venue":"Seminars in Thoracic and Cardiovascular Surgery","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Software deployment; Hemodynamics; Aortic valve replacement; EuroSCORE; Aortic valve; Multicenter study; Retrospective cohort study; Valve replacement; Surgery; Internal medicine; Cardiac surgery; Randomized controlled trial","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":[0.0130789,0.001459668,0.002885794,0.00135331,0.009784781,0.01127839,0.005356906,0.2395582,0.01823176],"category_scores_gemma":[0.1178894,0.001804707,0.002723272,0.001400972,0.008288878,0.008037707,0.004858858,0.1341967,0.01664179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01082159,"about_ca_system_score_gemma":0.02191896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01136231,"about_ca_topic_score_gemma":0.0186161,"domain_scores_codex":[0.9848084,0.003311836,0.002092515,0.002309442,0.004312904,0.003164956],"domain_scores_gemma":[0.9329891,0.04027821,0.004428691,0.001772196,0.01029976,0.01023201],"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":[0.00003032507,0.00001219981,0.0001684536,0.00005697409,0.00001734458,0.0007408936,0.0001507076,0.00004192789,0.00008077836,0.00319771,0.9931884,0.002314312],"study_design_scores_gemma":[0.0002392384,0.00006559533,0.0009129716,0.001155378,0.00009790665,0.001394405,0.0008265598,0.0004326919,0.0002169022,0.01777621,0.9767249,0.000157306],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001044024,0.0003754171,0.000038085,0.9775105,0.02048419,0.000008495328,0.00002419704,0.00001135221,0.001443371],"genre_scores_gemma":[0.0009113146,0.0002277921,0.00005951629,0.970593,0.02603227,0.00002019351,0.000009956998,0.0000121242,0.002133828],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2395582,"threshold_uncertainty_score":0.07851654,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0200292662654852,"score_gpt":0.287431666488176,"score_spread":0.2674024002226909,"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."}}