{"id":"W4285021246","doi":"10.4103/ijn.ijn_48_21","title":"A unified citywide dashboard for allocation and scheduling dialysis for COVID-19 patients on maintenance hemodialysis","year":2022,"lang":"en","type":"article","venue":"Indian Journal of Nephrology","topic":"COVID-19 Clinical Research Studies","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Hemodialysis; Medicine; Dialysis; Intensive care medicine; Pandemic; Coronavirus disease 2019 (COVID-19); Kidney disease; Emergency medicine; Internal medicine; 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":[0.005733239,0.001122736,0.000962335,0.004261971,0.001974431,0.004765951,0.002387111,0.00129368,0.03243442],"category_scores_gemma":[0.01753704,0.0005209104,0.0006834629,0.00289874,0.0003543958,0.003298607,0.003880536,0.001833781,0.01004476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001458892,"about_ca_system_score_gemma":0.004411734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008367462,"about_ca_topic_score_gemma":0.009241706,"domain_scores_codex":[0.9965192,0.001152303,0.0005003709,0.0005502968,0.0008538563,0.0004239673],"domain_scores_gemma":[0.977284,0.004438847,0.00280583,0.001657885,0.004987516,0.008825917],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0009866233,0.001788384,0.08649776,0.0004285437,0.0001163144,0.0003014647,0.0009613939,0.002097213,0.001246847,0.001132493,0.5273831,0.3770598],"study_design_scores_gemma":[0.00136229,0.002128062,0.2658735,0.001590952,0.0002907558,0.0005118379,0.008378262,0.04503766,0.004865635,0.005440736,0.663578,0.0009422583],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3253914,0.002612606,0.06970657,0.07824128,0.00482935,0.009458367,0.1102811,0.2279141,0.1715653],"genre_scores_gemma":[0.6737261,0.003284701,0.1784252,0.01020654,0.001724262,0.00530226,0.09361681,0.002661406,0.0310528],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03243442,"threshold_uncertainty_score":0.1085039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04755173869835538,"score_gpt":0.3828015936402179,"score_spread":0.3352498549418625,"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."}}