{"id":"W3044829368","doi":"10.4082/kjfm.20.0122","title":"Diagnosis and Management of Frailty in Primary Health Care","year":2020,"lang":"en","type":"article","venue":"Korean Journal of Family Medicine","topic":"Frailty in Older Adults","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Gerontology; Vulnerability (computing); Stressor; Frailty Index; Disease; Population ageing; Health care; Population; Primary care; Family medicine; Psychiatry; Environmental health","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":[],"consensus_categories":[],"category_scores_codex":[0.0003903415,0.0001538225,0.0008126731,0.0001969291,0.00001812854,0.000002381712,0.0001308005,0.00004640442,0.00003369357],"category_scores_gemma":[0.0001320996,0.0001128209,0.00006516116,0.0003217992,0.0001640658,0.00006741346,0.00005256398,0.000335682,0.000001345847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000146221,"about_ca_system_score_gemma":0.0001288029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005965844,"about_ca_topic_score_gemma":0.00000713502,"domain_scores_codex":[0.9980779,0.00006338915,0.0009017087,0.0001640337,0.0005911797,0.0002017764],"domain_scores_gemma":[0.9987594,0.00009847687,0.0004043941,0.0001628196,0.0001619284,0.0004129808],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00158703,0.0003730569,0.2597899,0.01144479,0.0005428986,0.002948294,0.03225813,0.00002282558,0.001728729,0.000158286,0.1538274,0.5353186],"study_design_scores_gemma":[0.01150931,0.004804774,0.9512225,0.006848044,0.0002083517,0.0001754511,0.009784615,0.00001302912,0.0002763617,0.00003344462,0.01500667,0.0001174346],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8550487,0.04576225,0.0001988789,0.09301032,0.0002583695,0.0005604057,0.00001237926,0.00001526298,0.005133484],"genre_scores_gemma":[0.9657702,0.01816794,0.003789419,0.0118499,0.0003502203,0.000004165837,0.00001337346,0.00002306766,0.00003173258],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6914326,"threshold_uncertainty_score":0.4600705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06801322135811097,"score_gpt":0.3322568107117556,"score_spread":0.2642435893536447,"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."}}