{"id":"W4400281068","doi":"10.1093/qjmed/hcae070.285","title":"Frailty in Hemodialysis Patient","year":2024,"lang":"en","type":"article","venue":"QJM","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hemodialysis; Medicine; Intensive care medicine; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006741414,0.00005478019,0.0001186988,0.0001461321,0.000009107728,0.0000234119,0.00002411821,0.00002055976,0.000600183],"category_scores_gemma":[0.00001648364,0.00003853328,0.0001074482,0.0002820898,0.0000110809,0.00002258898,0.00002623001,0.000055002,0.0003729507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004277105,"about_ca_system_score_gemma":0.00002164638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003989423,"about_ca_topic_score_gemma":0.00001244091,"domain_scores_codex":[0.9994648,0.00001288045,0.0001194408,0.0001488478,0.0001548017,0.0000992068],"domain_scores_gemma":[0.9997755,0.00001265167,0.00000736503,0.0001338011,0.000009522553,0.00006116695],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008811737,0.000654978,0.006579069,0.0005258311,0.0004730365,0.001628088,0.001461959,0.0002014623,0.001726178,0.005390192,0.08160371,0.8996674],"study_design_scores_gemma":[0.0007911749,0.000188875,0.0795064,0.0004859468,0.0005734598,0.000004442809,0.0002919735,0.008937066,0.001220335,0.001130634,0.9066449,0.000224769],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.896383,0.002284047,0.000154398,0.002558548,0.0002658819,0.0002011711,0.00000561684,0.00007940827,0.09806795],"genre_scores_gemma":[0.9969456,0.0000410302,0.0001091268,0.0005437094,0.00007666517,0.00001687823,0.00001981062,0.000007514919,0.00223966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8994426,"threshold_uncertainty_score":0.6571583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01627071795053251,"score_gpt":0.2747742267380758,"score_spread":0.2585035087875432,"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."}}