{"id":"W4307930314","doi":"10.1371/journal.pone.0272289","title":"Frailty does not cause all frail symptoms: United States Health and Retirement Study","year":2022,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Frailty in Older Adults","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"Taipei Veterans General Hospital","keywords":"Gerontology; Health and Retirement Study; Medicine; MEDLINE; Biology","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":[0.003244251,0.0004993146,0.0006711291,0.001023704,0.000757494,0.0007028017,0.0007962111,0.0007237231,0.001218768],"category_scores_gemma":[0.006260904,0.0003296068,0.0007459956,0.001323812,0.0003010753,0.0008209192,0.001069868,0.0009588023,0.0003045216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004229251,"about_ca_system_score_gemma":0.000865381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0171861,"about_ca_topic_score_gemma":0.03414398,"domain_scores_codex":[0.9992172,0.000275089,0.0001156319,0.0001274012,0.0001399889,0.0001247352],"domain_scores_gemma":[0.9976044,0.0002738648,0.0008389389,0.0003527678,0.0004105492,0.0005195424],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001859289,0.0000916601,0.9945152,0.00004522258,0.0002330935,0.00006221249,0.0001689309,0.00009718422,0.00005622564,0.00007513088,0.002631204,0.001837892],"study_design_scores_gemma":[0.00004627991,0.00008942988,0.9985078,0.00004683179,0.00008099575,0.00007887659,0.0001445749,0.0002312648,0.0000153301,0.00009889115,0.0006538759,0.000005823946],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9862096,0.002118311,0.0002881495,0.0007785634,0.00009566913,0.0000939068,0.009213513,0.00001373692,0.001188597],"genre_scores_gemma":[0.99295,0.0003388304,0.0001412165,0.000231808,0.00004247277,0.0000729916,0.005931793,0.000004559721,0.00028631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0171861,"threshold_uncertainty_score":0.03417212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09936634084544298,"score_gpt":0.3142782185578276,"score_spread":0.2149118777123846,"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."}}