{"id":"W4396992606","doi":"10.1681/asn.20213210s1303a","title":"Knowledge and Practice of Incremental Dialysis: A Survey of Canadian Nephrologists","year":2021,"lang":"en","type":"article","venue":"Journal of the American Society of Nephrology","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Dialysis; Family medicine; Intensive care medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001808397,0.0001531315,0.000350225,0.001287147,0.002495999,0.001526493,0.0009941723,0.0006766385,0.001995916],"category_scores_gemma":[0.006262061,0.0002727976,0.0003567337,0.003061447,0.0008800073,0.0006278863,0.0008910682,0.000932163,0.0002265473],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01844514,"about_ca_system_score_gemma":0.03110239,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9724951,"about_ca_topic_score_gemma":0.977241,"domain_scores_codex":[0.9975935,0.0001831851,0.0001648959,0.0002192867,0.001306701,0.0005323233],"domain_scores_gemma":[0.9900012,0.001161953,0.002276933,0.0001350209,0.003608955,0.002815989],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003830147,0.00008102887,0.9776299,0.0001371022,0.00002200958,0.0001290781,0.008946783,0.00007528687,0.0002018104,0.00006667439,0.002799235,0.009872844],"study_design_scores_gemma":[0.00000713901,0.00004017607,0.9879889,0.00008766336,0.000009117046,0.0001005611,0.009464149,0.0002047459,0.00004070847,0.00001233028,0.002030221,0.0000142257],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914544,0.0007228921,0.00007931746,0.002596872,0.00001185144,0.00005723591,0.001722029,0.00001081634,0.0033447],"genre_scores_gemma":[0.9972355,0.000852174,0.0002060864,0.0007396462,0.000008904746,0.00002461119,0.0004787364,0.000003843935,0.0004504755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9815549,"threshold_uncertainty_score":0.1338295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03200861514406973,"score_gpt":0.3109010950925508,"score_spread":0.2788924799484811,"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."}}