{"id":"W4281691691","doi":"10.21203/rs.3.rs-1688093/v1","title":"Prevalence of frailty and cognitive impairment in older transplant candidates. A preview to the Kidney Transplantation in Older People (KTOP): impact of frailty on outcomes study","year":2022,"lang":"en","type":"preprint","venue":"Research Square","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute for Health and Care Research; NIHR Biomedical Research Centre, Royal Marsden NHS Foundation Trust/Institute of Cancer Research","keywords":"Medicine; Quality of life (healthcare); Transplantation; Kidney transplantation; Gerontology; Cognition; Cohort study; Cohort; Observational study; Cognitive decline; Vulnerability (computing); Physical therapy; Disease; Internal medicine; Dementia; 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":[0.001924313,0.0003390569,0.0004434167,0.001187015,0.0005845014,0.001043313,0.0004691441,0.0006230426,0.001481314],"category_scores_gemma":[0.002985458,0.0003391298,0.0009581302,0.001558195,0.0002645774,0.0009380472,0.001368586,0.0007364987,0.0003680998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002992238,"about_ca_system_score_gemma":0.0003611324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003444423,"about_ca_topic_score_gemma":0.00576456,"domain_scores_codex":[0.9993561,0.0001942182,0.0001206755,0.00009976609,0.0001456915,0.00008358089],"domain_scores_gemma":[0.9984238,0.00018313,0.0007168803,0.00009599558,0.0001898187,0.0003903879],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003011381,0.0001320508,0.9962325,0.0001151616,0.0001632368,0.00006331712,0.0004398956,0.00001159708,0.00008016456,0.00001586713,0.0002662136,0.00217891],"study_design_scores_gemma":[0.00005429928,0.0003970478,0.9980845,0.0000612632,0.0001309282,0.0001924724,0.000649757,0.00004882768,0.00003516725,0.00002372415,0.0003132976,0.000008718129],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963464,0.000913967,0.00009470443,0.0001072214,0.00001534345,0.0001004565,0.001825573,0.000004096692,0.0005922173],"genre_scores_gemma":[0.9976719,0.0004348057,0.00009150262,0.00008281771,0.00003752535,0.0001587835,0.001190485,0.0000021924,0.0003299513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003444423,"threshold_uncertainty_score":0.01017684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08786853512742289,"score_gpt":0.4969441823074113,"score_spread":0.4090756471799885,"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."}}