{"id":"W2886953371","doi":"10.1111/sdi.12742","title":"Boundaries of frequency and treatment time in conventional hemodialysis: Balancing convenience, economics, and health outcomes","year":2018,"lang":"en","type":"article","venue":"Seminars in Dialysis","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; Dialysis; Hemodialysis; Intensive care medicine; Medical prescription; Quality of life (healthcare); Population; Regimen; Kidney disease; Renal replacement therapy; End stage renal disease; Internal medicine; Nursing","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004756036,0.0001596653,0.000767565,0.0004670108,0.00006970995,0.00003428719,0.0000471116,0.00004810503,0.0001184525],"category_scores_gemma":[0.00005331401,0.0001314374,0.0001246502,0.0002796313,0.0004756271,0.00007688539,0.00005533548,0.00004254363,0.000007300509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002081797,"about_ca_system_score_gemma":0.0001817813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001283634,"about_ca_topic_score_gemma":0.001964687,"domain_scores_codex":[0.998727,0.0000618637,0.0005305402,0.0003353653,0.0001258172,0.0002193833],"domain_scores_gemma":[0.9994023,0.00005884729,0.0001708828,0.0002088001,0.00003774953,0.0001214365],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008018866,0.0003755385,0.9670165,0.00008278071,0.0004130401,0.00001497732,0.001810727,0.00001004695,0.0001369884,0.001757945,0.0001753497,0.02812588],"study_design_scores_gemma":[0.004418097,0.0007163194,0.98504,0.000441665,0.0005689664,0.000005417488,0.0009774826,0.002251314,0.0005272564,0.001885074,0.002903492,0.0002648826],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942293,0.001815649,0.00001238257,0.002354515,0.00006334576,0.0002794325,0.00002962594,0.000008400956,0.001207318],"genre_scores_gemma":[0.996038,0.00218482,0.00100035,0.0002757123,0.00004389781,0.00002739595,0.00005719156,0.000009734955,0.0003629473],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.027861,"threshold_uncertainty_score":0.5359861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01239610059406284,"score_gpt":0.2726360855463946,"score_spread":0.2602399849523318,"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."}}