{"id":"W3201734496","doi":"10.1161/circoutcomes.121.008227","title":"Frailty: As Simple as Possible, but No Simpler","year":2021,"lang":"en","type":"letter","venue":"Circulation Cardiovascular Quality and Outcomes","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Jewish General Hospital","funders":"","keywords":"Simple (philosophy); Computer science; Psychology; Epistemology; Philosophy","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005448535,0.0006710918,0.002322443,0.0001965663,0.000258727,0.0001979292,0.0001085855,0.0009808983,0.0008785647],"category_scores_gemma":[0.0007371333,0.0006123708,0.009722881,0.0002463993,0.0001187383,0.0001481571,0.0001328541,0.0008492281,0.000519677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002175651,"about_ca_system_score_gemma":0.000407122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001275926,"about_ca_topic_score_gemma":0.000001765264,"domain_scores_codex":[0.9953797,0.0005583643,0.0007585685,0.001131213,0.00161699,0.0005551031],"domain_scores_gemma":[0.9968704,0.0003035476,0.000213912,0.001750237,0.0005541208,0.0003077833],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008985488,0.0001792702,0.8098457,0.002494524,0.0636827,0.00274789,0.0001511208,0.00006506885,0.00001412372,0.0003067541,0.1094855,0.01093748],"study_design_scores_gemma":[0.002144618,0.00003142561,0.6283358,0.00008490514,0.006261471,0.0001472058,0.0000682704,0.000005434874,0.00001116855,0.0007207478,0.3616861,0.0005028643],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.7165369,0.06065567,0.0006713007,0.1795014,0.002959457,0.00472888,0.001773599,0.0007600516,0.03241275],"genre_scores_gemma":[0.3555809,0.001255146,0.0001065384,0.6174215,0.004420861,0.0001765573,0.01428226,0.0002381112,0.006518133],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4379201,"threshold_uncertainty_score":0.9996328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06557559306091269,"score_gpt":0.3787756826284621,"score_spread":0.3132000895675494,"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."}}