{"id":"W3136770734","doi":"10.1016/j.jtcvs.2021.03.044","title":"Commentary: How to achieve perfection","year":2021,"lang":"en","type":"letter","venue":"Journal of Thoracic and Cardiovascular Surgery","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Medicine; Perfection; MEDLINE; General surgery; Intensive care medicine; Epistemology; Law","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":[0.02295653,0.001586274,0.003878166,0.002226688,0.01124182,0.01055503,0.005876755,0.1656186,0.01492372],"category_scores_gemma":[0.1548284,0.002016865,0.002654623,0.002391525,0.009243277,0.009679706,0.0073047,0.1067466,0.01249236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01001182,"about_ca_system_score_gemma":0.02593978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01547251,"about_ca_topic_score_gemma":0.02257849,"domain_scores_codex":[0.9762682,0.007956336,0.003486415,0.002628742,0.005859651,0.003800727],"domain_scores_gemma":[0.8876762,0.07085729,0.005564447,0.00285164,0.01575322,0.01729728],"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":[0.00002641412,0.00001014213,0.0002120481,0.00005674163,0.00001770434,0.0003321288,0.0001567125,0.00001731327,0.00003340412,0.001605611,0.9957519,0.001779966],"study_design_scores_gemma":[0.0002164199,0.00004693415,0.001145681,0.001140228,0.0001010386,0.0008107491,0.001144795,0.0002365381,0.0001464232,0.01251013,0.98238,0.0001211238],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00008159624,0.0004566646,0.00002932001,0.9675086,0.03121307,0.000007536727,0.00003106507,0.000007763822,0.0006644177],"genre_scores_gemma":[0.0005560743,0.0002462005,0.00006755711,0.9654748,0.03164655,0.00003208435,0.00001310956,0.00001073477,0.001952946],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1656186,"threshold_uncertainty_score":0.1214072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02558735368963554,"score_gpt":0.2763352258877376,"score_spread":0.2507478721981021,"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."}}