{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006788,0.0008793083,0.002250681,0.0009565901,0.005184747,0.004079275,0.001640402,0.04566826,0.005623529],"category_scores_gemma":[0.04133146,0.0005554402,0.001333858,0.0005538036,0.005299198,0.007688237,0.002946469,0.06588709,0.004021876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004457274,"about_ca_system_score_gemma":0.005396473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006810637,"about_ca_topic_score_gemma":0.01115916,"domain_scores_codex":[0.9952122,0.001679264,0.0007270767,0.0006174517,0.001276669,0.0004872425],"domain_scores_gemma":[0.9819951,0.01006153,0.0009711783,0.0005695116,0.002236739,0.004165974],"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":[0.000109451,0.00007172015,0.002033487,0.000129002,0.00005659588,0.001955068,0.000234612,0.00008732166,0.0002444834,0.007032759,0.9631252,0.02492026],"study_design_scores_gemma":[0.0006588993,0.0002895718,0.007000672,0.002549113,0.0002016346,0.01006902,0.002190856,0.001108629,0.0003932737,0.08808729,0.8871185,0.0003325427],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001878158,0.001306534,0.0000508265,0.992817,0.004957653,0.000001995742,0.00001354889,0.000007165692,0.0006573634],"genre_scores_gemma":[0.003246753,0.001354195,0.0002166563,0.947746,0.04589968,0.00001539787,0.00001865678,0.00001034082,0.00149225],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04566826,"threshold_uncertainty_score":0.0358988,"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."}}