{"id":"W2891437565","doi":"10.1111/ggi.13522","title":"Frailty state transitions and associated factors in South Australian older adults","year":2018,"lang":"en","type":"article","venue":"Geriatrics and gerontology international/Geriatrics & gerontology international","topic":"Frailty in Older Adults","field":"Medicine","cited_by":115,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Resthaven Incorporated","keywords":"Medicine; Frailty Index; Gerontology; Waist; Vulnerability (computing); Stressor; Obesity; Frailty syndrome; Demography; Internal medicine; Psychiatry","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":[0.001102848,0.0002599764,0.0004368474,0.0009348944,0.001253044,0.000853806,0.0004223989,0.0005227528,0.0008038449],"category_scores_gemma":[0.00406839,0.0002964892,0.0004804797,0.001433807,0.0004411673,0.0006598331,0.001602513,0.001096098,0.0001082306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001232774,"about_ca_system_score_gemma":0.0008871653,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1256533,"about_ca_topic_score_gemma":0.1517732,"domain_scores_codex":[0.9994481,0.0001346033,0.00009686482,0.00009923684,0.0001243378,0.00009682539],"domain_scores_gemma":[0.9989336,0.000110632,0.0005011491,0.0000560786,0.000200511,0.00019802],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004442128,0.00004171087,0.9943185,0.0000439425,0.00003799619,0.00009070197,0.002600398,0.0000307236,0.0000896132,0.00003179408,0.0001303991,0.002539868],"study_design_scores_gemma":[8.95312e-7,0.0000223501,0.9991674,0.00001707119,0.000006679591,0.0000426773,0.0005590362,0.00005412887,0.00000606593,0.00002457274,0.00009668343,0.00000239333],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988896,0.0003951238,0.0000378161,0.0001553242,0.000005115428,0.00001479969,0.0001518444,0.000001461962,0.0003488554],"genre_scores_gemma":[0.9994025,0.0001997593,0.00006761198,0.00004434812,0.000003819292,0.00001877026,0.0001341801,5.913639e-7,0.0001284893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1256533,"threshold_uncertainty_score":0.2498439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03182685195495135,"score_gpt":0.309669651148982,"score_spread":0.2778427991940307,"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."}}