{"id":"W3217162145","doi":"10.1016/j.xjon.2021.11.009","title":"Commentary: In cardiac surgery, you are only as old as you feel","year":2021,"lang":"en","type":"editorial","venue":"JTCVS Open","topic":"Frailty in Older Adults","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scopus; Medicine; Bypass grafting; Cardiac surgery; Population; Cohort; MEDLINE; Gerontology; General surgery; Internal medicine; Artery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.001391566,0.0007561191,0.002939747,0.0003425013,0.0001124472,0.0003769314,0.00113678,0.001389261,0.001662325],"category_scores_gemma":[0.004179649,0.0007693167,0.0005711981,0.0005720041,0.0001124301,0.0002977476,0.001452975,0.002318004,0.001005376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001015552,"about_ca_system_score_gemma":0.00264079,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03997554,"about_ca_topic_score_gemma":0.004563444,"domain_scores_codex":[0.9946851,0.000445214,0.0009867586,0.001293565,0.001754283,0.0008351015],"domain_scores_gemma":[0.9950157,0.001731153,0.0004655515,0.001882078,0.0004435614,0.0004619829],"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":[0.0003700604,0.000369384,0.009862959,0.0004300133,0.0004887059,0.002810121,0.0003598114,3.154863e-7,0.000007307264,0.00001398851,0.9823079,0.0029794],"study_design_scores_gemma":[0.002257573,0.0002069213,0.00282539,0.004086714,0.0003599815,0.00003851597,0.0008573121,0.00000115455,0.00011573,0.00004499108,0.9884709,0.00073483],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.004002736,0.001737747,3.075922e-7,0.04241066,0.9134812,0.002782138,0.001841155,0.0001039178,0.03364018],"genre_scores_gemma":[0.0006413672,0.001254956,0.0001613581,0.007334947,0.8024119,0.0003639266,0.0188085,0.000287984,0.1687351],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1350949,"threshold_uncertainty_score":0.9999837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02206196563793202,"score_gpt":0.3223729361687506,"score_spread":0.3003109705308186,"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."}}