{"id":"W2786516914","doi":"10.1016/j.jtcvs.2018.01.075","title":"What goes around comes around…possibly","year":2018,"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":"Toronto General Hospital; University of Toronto","funders":"","keywords":"Medicine","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":[0.002298904,0.0007248669,0.0008472775,0.0006099255,0.006386831,0.005722545,0.0008928023,0.03338951,0.01357652],"category_scores_gemma":[0.02396874,0.0003819728,0.0009620599,0.0004535913,0.004115392,0.006384532,0.002268302,0.04108845,0.006432599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003379455,"about_ca_system_score_gemma":0.003589918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002563068,"about_ca_topic_score_gemma":0.005913081,"domain_scores_codex":[0.9971909,0.0008836937,0.0002850287,0.0003337539,0.0006758568,0.0006308375],"domain_scores_gemma":[0.9940115,0.002175354,0.0006425646,0.0002088764,0.001139759,0.001821831],"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":[0.00004624004,0.00005856202,0.002211169,0.0001130077,0.00003047374,0.01327526,0.0008524599,0.00005770808,0.000162621,0.009864863,0.9553579,0.01796978],"study_design_scores_gemma":[0.00005948088,0.00005141798,0.001283068,0.0009058345,0.00004649704,0.01258576,0.003850922,0.000187725,0.0001391025,0.02896792,0.9518499,0.00007223978],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003671429,0.001789378,0.00007228611,0.9716508,0.02073873,0.000003867969,0.0000107098,0.000009289197,0.005357791],"genre_scores_gemma":[0.007429234,0.002439736,0.0001899778,0.9146098,0.06408104,0.0000148352,0.00001871361,0.00001738756,0.01119934],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03338951,"threshold_uncertainty_score":0.04541796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02634979611792938,"score_gpt":0.3310590984393955,"score_spread":0.3047093023214661,"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."}}