{"id":"W2950976259","doi":"10.1093/ndt/gfz106.fp530","title":"FP530KT/V ACHIEVEMENT AND SURVIVAL IN HEMODIALYSIS PATIENTS IN THE GULF COOPERATION COUNCIL (GCC) COUNTRIES: INTERNATIONAL RESULTS FROM DOPPS 5 & 6 (2012-2018)","year":2019,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Hemodialysis; Internal medicine; Intensive care 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007934924,0.00037255,0.000199099,0.001036754,0.0002461406,0.0005576398,0.0002464304,0.0002725054,0.0008235897],"category_scores_gemma":[0.001282908,0.0001395747,0.0003664674,0.001822686,0.0002115376,0.0002560413,0.0004593933,0.0003774489,0.0001476317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005092619,"about_ca_system_score_gemma":0.0005744814,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0299781,"about_ca_topic_score_gemma":0.02055474,"domain_scores_codex":[0.999795,0.00004392777,0.00003160965,0.00003817101,0.00004030359,0.00005102509],"domain_scores_gemma":[0.9990906,0.00009953148,0.0004343482,0.00004094534,0.0002085268,0.0001260394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001556397,0.00002469231,0.9971391,0.00002565472,0.00005214751,0.0000330945,0.0001173854,0.00007640416,0.00004511381,0.00001960852,0.0005704933,0.00174062],"study_design_scores_gemma":[0.0000108623,0.00005961251,0.9987342,0.00003300657,0.00005335559,0.0000620283,0.000421637,0.00009666767,0.00004745762,0.000009651233,0.000468216,0.000003377346],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938159,0.0006167821,0.00004276333,0.0001116689,0.00001354938,0.000009967424,0.004766168,0.000004315979,0.0006190603],"genre_scores_gemma":[0.9937038,0.0006088415,0.0001037184,0.00005284329,0.00001986945,0.00001980139,0.00526871,0.000001990952,0.0002203812],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0299781,"threshold_uncertainty_score":0.05960721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01737175791730408,"score_gpt":0.2381056004576527,"score_spread":0.2207338425403486,"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."}}