{"id":"W3092857779","doi":"10.1111/sdi.12926","title":"Evaluating dialysis adequacy: Origins, evolution, and future directions","year":2020,"lang":"en","type":"article","venue":"Seminars in Dialysis","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; Intensive care medicine; Dialysis; 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":[0.06782831,0.0009711018,0.002028679,0.004374907,0.001160053,0.007045922,0.002551554,0.003652549,0.002121663],"category_scores_gemma":[0.06476165,0.0005364883,0.0007943322,0.003931189,0.006457099,0.01275557,0.002937653,0.00491014,0.0003310958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005065088,"about_ca_system_score_gemma":0.01264423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00772446,"about_ca_topic_score_gemma":0.01147431,"domain_scores_codex":[0.9844897,0.008919417,0.002610521,0.001063134,0.002467737,0.0004495003],"domain_scores_gemma":[0.8944051,0.06718038,0.006757129,0.002349402,0.02354561,0.005762348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002860032,0.000549277,0.1073167,0.004003542,0.0002738521,0.0002111119,0.002151645,0.001073243,0.0006728371,0.03292938,0.01431055,0.8362219],"study_design_scores_gemma":[0.0002335798,0.003050123,0.2841441,0.04435151,0.0009322028,0.005636416,0.0471961,0.02219559,0.001808356,0.3771615,0.2125271,0.0007635275],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.03297847,0.6704575,0.022916,0.2589585,0.002349161,0.0002822155,0.0002502917,0.0001933581,0.01161438],"genre_scores_gemma":[0.4352792,0.4084159,0.1193856,0.02600785,0.008857825,0.0004406649,0.0003154878,0.0001268703,0.001170596],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.06782831,"threshold_uncertainty_score":0.3587147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02131291422359684,"score_gpt":0.3062578331130315,"score_spread":0.2849449188894347,"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."}}