{"id":"W2053215165","doi":"10.1007/s12170-011-0186-0","title":"Frailty in Patients with Cardiovascular Disease: Why, When, and How to Measure","year":2011,"lang":"en","type":"article","venue":"Current Cardiovascular Risk Reports","topic":"Frailty in Older Adults","field":"Medicine","cited_by":210,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Disease; Coronary artery disease; Heart failure; Stressor; Internal medicine; Intensive care medicine; Cardiology","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":[0.00144197,0.0005453925,0.001315392,0.0003276956,0.0001115315,0.00005519502,0.0001440732,0.0001435055,0.00003146323],"category_scores_gemma":[0.0009195291,0.0004482588,0.001310046,0.0004624673,0.0001475594,0.0002681173,0.0001821796,0.0005711125,0.00001337305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001890103,"about_ca_system_score_gemma":0.0001703992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003907094,"about_ca_topic_score_gemma":0.00003712699,"domain_scores_codex":[0.9948123,0.0002950185,0.0004780007,0.001421032,0.002333504,0.0006601854],"domain_scores_gemma":[0.9951218,0.00002105582,0.0001669971,0.003193497,0.0005504071,0.0009462847],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002310981,0.0002967264,0.8212001,0.0002515316,0.003687309,0.001583135,0.0006088774,0.0001111996,5.448301e-7,0.000002388231,0.001990242,0.1700369],"study_design_scores_gemma":[0.002976692,0.0001869296,0.8226715,0.0006966587,0.003266723,0.000175315,0.00004018587,0.00000920732,0.00004446635,0.00006037012,0.169347,0.0005249446],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9205947,0.0683064,0.005806311,0.000139691,0.001081994,0.003365627,0.00004584812,0.0001999588,0.0004594793],"genre_scores_gemma":[0.997144,0.0007090867,0.001396411,0.00005198104,0.0002119327,0.0002280373,0.00009750274,0.0001087974,0.00005228486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1695119,"threshold_uncertainty_score":0.9997969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03155415323970361,"score_gpt":0.2275280905793073,"score_spread":0.1959739373396037,"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."}}