{"id":"W4406726460","doi":"10.1186/s12877-025-05698-y","title":"The simpler modified fried frailty scale predicts 2-year mortality in older adults with heart failure: a pilot study","year":2025,"lang":"en","type":"article","venue":"BMC Geriatrics","topic":"Frailty in Older Adults","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Heart failure; Gerontology; Rehabilitation; Scale (ratio); Physical therapy; Physical medicine and rehabilitation; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007439605,0.0003628825,0.0005775859,0.0002231689,0.0002209932,0.00009572184,0.0003360904,0.0001325481,0.0000460043],"category_scores_gemma":[0.0005835508,0.0002489465,0.0000858942,0.001477103,0.0001416827,0.0001228235,0.0001826681,0.000553959,0.00003417224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001712664,"about_ca_system_score_gemma":0.0005494413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001171775,"about_ca_topic_score_gemma":0.01508495,"domain_scores_codex":[0.9969331,0.0002300798,0.000681833,0.0007127294,0.0007986932,0.0006435437],"domain_scores_gemma":[0.9976414,0.0004507484,0.0001361187,0.001293325,0.0002798515,0.0001984882],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002321708,0.002124025,0.9786922,0.0002510304,0.00009638165,0.00002021266,0.001117304,0.0001195469,0.00005461876,0.00009826884,0.01489091,0.0002138428],"study_design_scores_gemma":[0.01419547,0.001497883,0.9785699,0.0001919975,0.0002049028,0.000007904579,0.002648044,0.000641362,0.0001135276,0.0001186349,0.001555381,0.0002550136],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919311,0.0001657664,0.0007221029,0.001541468,0.0003525113,0.003839176,0.00003218294,0.0001894538,0.001226196],"genre_scores_gemma":[0.9961632,0.00001801348,0.001588647,0.0003215526,0.0001781931,0.0003423951,0.00003281918,0.00004696844,0.001308138],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01391318,"threshold_uncertainty_score":0.9999963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02808285773218858,"score_gpt":0.2919270932337497,"score_spread":0.2638442355015611,"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."}}