{"id":"W2107304246","doi":"10.1159/000345179","title":"The MONitoring Dialysis Outcomes (MONDO) Initiative","year":2013,"lang":"en","type":"article","venue":"Blood Purification","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Hemodialysis; 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":[0.01962834,0.0005610831,0.0008936691,0.005117122,0.0005592499,0.002684705,0.002230433,0.0004939898,0.003499615],"category_scores_gemma":[0.03814727,0.0002993437,0.0007546167,0.008876693,0.0005533076,0.002379829,0.006051562,0.0009121987,0.0006350321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001812077,"about_ca_system_score_gemma":0.007222954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004509403,"about_ca_topic_score_gemma":0.004387841,"domain_scores_codex":[0.9884632,0.005450272,0.002261876,0.001369917,0.00185805,0.0005967116],"domain_scores_gemma":[0.9414377,0.01809364,0.01841561,0.008814542,0.006187853,0.007050672],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001535824,0.0002641583,0.4995046,0.002810607,0.0009317074,0.0001051646,0.00125206,0.0006955855,0.0007946927,0.01382312,0.2279263,0.2503562],"study_design_scores_gemma":[0.0005780252,0.0003802577,0.5904918,0.002381259,0.0007071001,0.000569099,0.00109101,0.001106035,0.001406555,0.004567489,0.3966314,0.00008996121],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.2250262,0.02739345,0.02725109,0.02732453,0.001478646,0.003370029,0.6213774,0.003558299,0.06322039],"genre_scores_gemma":[0.4875504,0.009967058,0.0906535,0.007925895,0.001619652,0.006982717,0.3913998,0.0004905682,0.003410455],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01962834,"threshold_uncertainty_score":0.1038058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02284608484899163,"score_gpt":0.2671111994453345,"score_spread":0.2442651145963429,"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."}}