{"id":"W4396994786","doi":"10.1681/asn.20213210s187b","title":"COVID-19 Pandemic Highlights Global Inequities in Chronic Hemodialysis Care: A DOPPS/ISN Survey","year":2021,"lang":"en","type":"article","venue":"Journal of the American Society of Nephrology","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Medicine; 2019-20 coronavirus outbreak; Hemodialysis; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Intensive care medicine; Internal medicine; Virology; Outbreak; Disease; Infectious disease (medical specialty)","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":[0.00148576,0.0001830221,0.0002135652,0.0007829413,0.000573656,0.0005923113,0.0003868719,0.0004308977,0.001340993],"category_scores_gemma":[0.002590772,0.0001707171,0.0002917826,0.001550182,0.0003971482,0.0009382009,0.001785543,0.0006597464,0.0001404426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009674974,"about_ca_system_score_gemma":0.001355963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03811394,"about_ca_topic_score_gemma":0.0439456,"domain_scores_codex":[0.9992561,0.000192589,0.00009943355,0.0001036684,0.0001444607,0.0002036471],"domain_scores_gemma":[0.998528,0.0002211312,0.0005467066,0.00006993487,0.0002592905,0.0003749688],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001534966,0.00003183967,0.9952847,0.00004146855,0.00001238682,0.00005139141,0.00126971,0.00003913849,0.00007606015,0.00006045498,0.0008289021,0.002288533],"study_design_scores_gemma":[0.000002246377,0.0000301861,0.9953461,0.00004273579,0.000006000826,0.00008265388,0.003479956,0.000119188,0.0000384311,0.00002671324,0.0008213187,0.000004545551],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955514,0.0001260683,0.00008087756,0.0005365646,0.000005557199,0.00003851935,0.002524671,0.000003178405,0.001133059],"genre_scores_gemma":[0.9978207,0.0002024936,0.0001347022,0.0003068528,0.000008129955,0.00005328016,0.001320658,0.000002090196,0.0001510654],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03811394,"threshold_uncertainty_score":0.07578421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03189344471043443,"score_gpt":0.3206541822512014,"score_spread":0.288760737540767,"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."}}