{"id":"W4200117820","doi":"10.1136/jnnp-2021-327396","title":"Frailty, lifestyle, genetics and dementia risk","year":2021,"lang":"en","type":"article","venue":"Journal of Neurology Neurosurgery & Psychiatry","topic":"Frailty in Older Adults","field":"Medicine","cited_by":157,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Health Authority; Dalhousie University","funders":"Engineering and Physical Sciences Research Council; Medical Research Council; National Institutes of Health; Canadian Frailty Network; National Health and Medical Research Council; Health Sciences Centre Foundation; Dalhousie University; Canadian Institutes of Health Research; National Institute for Health and Care Research; Nova Scotia Health Research Foundation; Dalhousie Medical Research Foundation; Alan Turing Institute; QEII Foundation; National Institute on Aging; Consortium canadien en neurodégénérescence associée au vieillissement","keywords":"Dementia; Gerontology; Medicine; Psychology; Disease","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0007747728,0.000246077,0.0002957723,0.0005801188,0.0002698805,0.0005385158,0.0001854726,0.0003077798,0.001898889],"category_scores_gemma":[0.002913717,0.0001055207,0.0002631648,0.0005225918,0.0006063987,0.0003923657,0.0004854822,0.000479597,0.0001429385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003218858,"about_ca_system_score_gemma":0.0005584544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007222889,"about_ca_topic_score_gemma":0.007725618,"domain_scores_codex":[0.9997581,0.00009893502,0.00002038459,0.00004283942,0.0000410781,0.00003861003],"domain_scores_gemma":[0.9989929,0.0002579149,0.000464017,0.00003867891,0.00006709081,0.0001795166],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001151646,0.0000507209,0.9843228,0.00007410526,0.0002334973,0.0002131828,0.0002150721,0.0003995101,0.0004295931,0.0002199856,0.0001821555,0.0135443],"study_design_scores_gemma":[0.000003653055,0.00007579075,0.9985204,0.00004257489,0.00003181987,0.0003178546,0.00006535342,0.0001834498,0.00003269137,0.0004803247,0.0002417515,0.000004229539],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993582,0.003857007,0.0005435406,0.0007717516,0.00001345737,0.00001252877,0.0002989113,0.00001034672,0.0009104199],"genre_scores_gemma":[0.9984581,0.0007801375,0.0003700958,0.00005541722,0.00001430265,0.000004084968,0.0001115434,0.000001078834,0.0002051902],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007222889,"threshold_uncertainty_score":0.01436168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01591578473970623,"score_gpt":0.2684022902801172,"score_spread":0.252486505540411,"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."}}