{"id":"W4285136881","doi":"10.1590/1980-265x-tce-2021-0157en","title":"PRE-FRAILTY IN OLDER ADULTS: PREVALENCE AND ASSOCIATED FACTORS","year":2022,"lang":"en","type":"article","venue":"Texto & Contexto - Enfermagem","topic":"Frailty in Older Adults","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Poisson regression; Polypharmacy; Gerontology; Mood; Demography; Psychological intervention; Population; Internal medicine; Environmental health; Psychiatry","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005164676,0.0004053478,0.0006248732,0.0002811449,0.0002184623,0.00004775805,0.000332112,0.0001448983,0.004335701],"category_scores_gemma":[0.0006678473,0.0004033856,0.0001320869,0.000524779,0.0001639546,0.0002780957,0.000460908,0.000935313,0.00004096062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004772451,"about_ca_system_score_gemma":0.0001489683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007939779,"about_ca_topic_score_gemma":0.0004372544,"domain_scores_codex":[0.9968611,0.0002877458,0.0006768679,0.0007779815,0.0007242597,0.0006720464],"domain_scores_gemma":[0.9984403,0.0003070553,0.0002083671,0.0006457344,0.0001226659,0.0002759045],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007842733,0.001466556,0.9179745,0.0005650549,0.0001865557,0.0004450649,0.02179024,0.00002711346,0.001364911,0.0001707298,0.01904234,0.03618265],"study_design_scores_gemma":[0.006536864,0.0005006596,0.9785525,0.000413124,0.00009384677,0.00006947013,0.001441386,0.0006706627,0.0002576206,0.00006053131,0.01096809,0.0004352602],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913163,0.001440009,0.00002903435,0.0008843808,0.0002829976,0.001623125,0.0001943857,0.0002892014,0.003940559],"genre_scores_gemma":[0.9825666,0.0000794116,0.00006868793,0.001230557,0.00005308896,0.0002336289,0.0001784671,0.0000733619,0.01551618],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06057798,"threshold_uncertainty_score":0.9998418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1858166620455866,"score_gpt":0.4095582273778385,"score_spread":0.223741565332252,"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."}}