{"id":"W7131980046","doi":"","title":"Frailty syndrome in dialysis patients: one dialysis center study","year":2024,"lang":"en","type":"article","venue":"Lithuanian University of Health Sciences","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hemodialysis; Dialysis; Mortality rate; Frailty syndrome; Retrospective cohort study; Comorbidity; Kidney disease","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":[0.0008680696,0.000104961,0.0004386128,0.00069812,0.0001860295,0.00003606535,0.0002135861,0.00002731777,0.0002701915],"category_scores_gemma":[0.00002390506,0.00009116375,0.0001536913,0.001635606,0.0002191219,0.0001802465,0.0001159434,0.00009316056,0.00004199327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00014136,"about_ca_system_score_gemma":0.0001924069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002422723,"about_ca_topic_score_gemma":0.001070126,"domain_scores_codex":[0.9982543,0.0001531536,0.0002904469,0.0004279791,0.0005995441,0.0002745985],"domain_scores_gemma":[0.9994553,0.00004271745,0.00009164924,0.0001997653,0.00004783952,0.0001627724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005819661,0.003410042,0.9591189,0.0005026036,0.000290073,0.0001655671,0.006408666,0.00003975321,0.000003422796,0.0003822732,0.0005058657,0.02911464],"study_design_scores_gemma":[0.0009073398,0.0008878888,0.989309,0.0003321969,0.0001831727,6.349908e-7,0.004717232,0.0003687631,7.692283e-7,0.00004771543,0.003151669,0.00009367282],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926668,0.0003333907,0.00008672268,0.003059061,0.0001273457,0.00048774,0.00002406445,0.00003498167,0.003179843],"genre_scores_gemma":[0.9988986,0.0001032127,0.0002380076,0.0001673161,0.00001228175,5.784747e-7,0.0000160068,0.000004378051,0.0005596419],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03019004,"threshold_uncertainty_score":0.371755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02952826911244091,"score_gpt":0.2787774058521895,"score_spread":0.2492491367397486,"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."}}