{"id":"W2996624608","doi":"10.2147/cia.s225149","title":"<p>Identification of Frailty and Its Risk Factors in Elderly Hospitalized Patients from Different Wards: A Cross-Sectional Study in China</p>","year":2019,"lang":"en","type":"article","venue":"Clinical Interventions in Aging","topic":"Frailty in Older Adults","field":"Medicine","cited_by":79,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Wannan Medical College; Chinese Academy of Medical Sciences; Tsinghua University","keywords":"Medicine; Frailty Index; Internal medicine; Logistic regression; Odds ratio; Cross-sectional study; Multivariate analysis; Emergency medicine; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001328156,0.0004785112,0.0005710974,0.00126348,0.001109145,0.0006212459,0.0005188984,0.0005050031,0.0009734863],"category_scores_gemma":[0.001135016,0.0006396262,0.0007021611,0.001574076,0.0005858911,0.0007335232,0.0007600127,0.00043112,0.0001474738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001659389,"about_ca_system_score_gemma":0.001676903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04763018,"about_ca_topic_score_gemma":0.05605702,"domain_scores_codex":[0.9993212,0.00009413608,0.0001248307,0.0001782358,0.0001329223,0.0001486192],"domain_scores_gemma":[0.9989939,0.00008833366,0.0003346301,0.00007787772,0.0001789927,0.0003262421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002393177,0.00003099933,0.9987764,0.00001629419,0.00003390531,0.00006635427,0.0001907301,0.00001582734,0.0001524976,0.000009535785,0.0000603502,0.0006231577],"study_design_scores_gemma":[0.000005293486,0.00006438763,0.9993279,0.000004552099,0.00001765142,0.00008311537,0.0002628868,0.0001191678,0.00003359474,0.000006939064,0.00007063381,0.000003804139],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995089,0.00009093012,0.00004504339,0.00003976336,0.000003627644,0.00001711643,0.0001832493,0.000001438125,0.0001100141],"genre_scores_gemma":[0.9992792,0.00007975149,0.00007131058,0.00007381704,0.000008838741,0.00002226786,0.0003373644,9.618251e-7,0.0001265674],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04763018,"threshold_uncertainty_score":0.09470588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06891599029529161,"score_gpt":0.4073579853506746,"score_spread":0.338441995055383,"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."}}