{"id":"W2912104279","doi":"10.1016/j.jchf.2018.12.015","title":"If You Cannot Measure Frailty, You Cannot Improve It","year":2019,"lang":"en","type":"letter","venue":"JACC Heart Failure","topic":"Frailty in Older Adults","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Jewish General Hospital","funders":"Canadian Institutes of Health Research","keywords":"Measure (data warehouse); Computer science; Data mining","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002985862,0.0007805839,0.001250093,0.0008984361,0.004760398,0.002928931,0.0009442911,0.03868278,0.007896503],"category_scores_gemma":[0.02872323,0.0005099915,0.001341403,0.0005276667,0.001964883,0.003202582,0.001591125,0.03377888,0.006353857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003303798,"about_ca_system_score_gemma":0.00416906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01161682,"about_ca_topic_score_gemma":0.02066724,"domain_scores_codex":[0.9966552,0.000806763,0.0005105163,0.0003692639,0.001164365,0.0004938138],"domain_scores_gemma":[0.9909695,0.003542962,0.0007271563,0.0002747914,0.002011637,0.002473979],"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":[0.00006287915,0.00007554426,0.002685086,0.00004827682,0.00002616864,0.001742824,0.0001419912,0.00004026622,0.0001756175,0.001854102,0.9803268,0.01282042],"study_design_scores_gemma":[0.0002975776,0.0002163876,0.005824633,0.0009329017,0.000075627,0.004350251,0.0009739446,0.0007775946,0.0002490644,0.01151017,0.9746737,0.0001181196],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000434353,0.0005677682,0.00005834486,0.9854232,0.01079899,0.000009545424,0.00003520789,0.00001459777,0.002658059],"genre_scores_gemma":[0.00348216,0.000844745,0.0002710519,0.9495022,0.0390195,0.00003245835,0.00003007664,0.00001917669,0.006798702],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03868278,"threshold_uncertainty_score":0.02641648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02418115791506374,"score_gpt":0.2745060883430311,"score_spread":0.2503249304279673,"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."}}