{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.0007321637,0.001577267,0.002558871,0.0005838083,0.0002279164,0.0002165969,0.0008923075,0.00444265,0.003119836],"category_scores_gemma":[0.001207279,0.001435755,0.0009436324,0.0006329137,0.000267223,0.0002954578,0.0003726384,0.008959565,0.006226787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009520082,"about_ca_system_score_gemma":0.002227784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004049118,"about_ca_topic_score_gemma":0.001157773,"domain_scores_codex":[0.9911892,0.0003364123,0.001441804,0.002119368,0.002785491,0.002127725],"domain_scores_gemma":[0.994119,0.0004039159,0.0005148739,0.003461859,0.0009859564,0.0005143716],"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":[0.00007850261,0.00008321604,0.001402797,0.001409373,0.000453447,0.0009330196,0.0005226486,0.00000311103,0.002006888,0.000003837088,0.9917991,0.001304112],"study_design_scores_gemma":[0.002983199,0.0006118915,0.0007526205,0.001629849,0.0005890009,0.0006743791,0.0002101992,0.00003967748,0.0007407317,0.0000264751,0.9903319,0.00141011],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0009297081,0.0006078396,0.00003462368,0.9821558,0.004445969,0.003119531,0.001327889,0.0005049565,0.006873706],"genre_scores_gemma":[0.002538195,0.0000243092,0.002162513,0.7689754,0.02251778,0.0002419161,0.00244997,0.0005040249,0.2005859],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2131804,"threshold_uncertainty_score":0.9996976,"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."}}