{"id":"W4294325168","doi":"10.3390/geriatrics7050089","title":"Frailty as a Predictor of Hospitalization and Low Quality of Life in Geriatric Patients at an Internal Medicine Outpatient Clinic: A Cross-Sectional Study","year":2022,"lang":"en","type":"article","venue":"Geriatrics","topic":"Frailty in Older Adults","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Quality of life (healthcare); Cognition; Outpatient clinic; Gerontology; Cross-sectional study; Montreal Cognitive Assessment; Geriatrics; Adverse effect; Cognitive impairment; Multivariate analysis; Univariate analysis; Physical therapy; Internal medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009843005,0.0002127826,0.0003819823,0.0007218211,0.0004525149,0.0006208032,0.0002794717,0.0004378218,0.0009825001],"category_scores_gemma":[0.002179966,0.0003540282,0.0005666602,0.0008976647,0.000239792,0.0004536899,0.0004980103,0.0006725595,0.0001280204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002644664,"about_ca_system_score_gemma":0.0003306034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004111251,"about_ca_topic_score_gemma":0.005904502,"domain_scores_codex":[0.9995739,0.0001181426,0.00007252584,0.00008010121,0.00008626402,0.00006903846],"domain_scores_gemma":[0.9983928,0.0003331961,0.0005799676,0.00009360479,0.0001819638,0.0004185104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003867142,0.00003842251,0.9995216,0.000006290363,0.00003491224,0.00002850967,0.00007047127,0.000008327164,0.00003745032,0.000002965028,0.00002140765,0.0001909186],"study_design_scores_gemma":[0.000005683998,0.000137444,0.9993159,0.000006276892,0.00002886002,0.0001335852,0.0002148282,0.00009943741,0.00001142526,0.000006185717,0.00003793865,0.000002513504],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999635,0.0001227679,0.00002445049,0.00001754075,0.000002606337,0.000006689068,0.00008568353,5.86699e-7,0.0001046923],"genre_scores_gemma":[0.9996985,0.0000700453,0.0000367289,0.00002150359,0.000006257512,0.000008280715,0.0001204722,4.139031e-7,0.00003775563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004111251,"threshold_uncertainty_score":0.008174658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03824474021971092,"score_gpt":0.3498222782562548,"score_spread":0.3115775380365439,"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."}}