{"id":"W2940164873","doi":"10.1016/j.kint.2019.01.017","title":"Dialysis initiation, modality choice, access, and prescription: conclusions from a Kidney Disease: Improving Global Outcomes (KDIGO) Controversies Conference","year":2019,"lang":"en","type":"article","venue":"Kidney International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":420,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"Relypsa; Amgen; NxStage; Fresenius Medical Care North America; AstraZeneca; Akebia Therapeutics","keywords":"Dialysis; Medicine; Medical prescription; Kidney disease; Intensive care medicine; Context (archaeology); Preparedness; Equity (law); Health care; Incentive; Best practice; Nursing; Political science; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0818989,0.001520045,0.002221787,0.003422346,0.005475425,0.0131599,0.004199812,0.01453117,0.007598789],"category_scores_gemma":[0.1021149,0.0007491462,0.004162538,0.003553645,0.004975263,0.0123377,0.0106475,0.0283233,0.00135982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01514107,"about_ca_system_score_gemma":0.03609408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008850441,"about_ca_topic_score_gemma":0.01178701,"domain_scores_codex":[0.9753312,0.01203101,0.003004105,0.001542411,0.005511711,0.002579482],"domain_scores_gemma":[0.8943264,0.07164674,0.003997055,0.001301136,0.02080405,0.007924599],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003677031,0.0002183692,0.001405664,0.006004259,0.0002555864,0.000361781,0.004856054,0.0005233418,0.0003036571,0.03805467,0.7536814,0.1939676],"study_design_scores_gemma":[0.00009448465,0.00009325518,0.002270731,0.01641579,0.0003104267,0.0001902932,0.00644554,0.0002372614,0.0004055049,0.02858366,0.9448233,0.0001296841],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0008907371,0.07278235,0.0006214313,0.9032811,0.01949616,0.0000619243,0.0002086743,0.00002154712,0.002636044],"genre_scores_gemma":[0.05123379,0.1749426,0.008924176,0.7037818,0.05383571,0.0005946676,0.001315823,0.0001651231,0.005206339],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0818989,"threshold_uncertainty_score":0.4331279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01681517956605742,"score_gpt":0.2962665167721198,"score_spread":0.2794513372060624,"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."}}