{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001602518,0.00008917523,0.0001408343,0.00006298927,0.0001676147,0.00009356265,0.00009128519,0.00002896131,0.00007378147],"category_scores_gemma":[0.0001326294,0.0000505176,0.0001270112,0.0001923816,0.00003597758,0.0000908662,0.00002455349,0.00006204074,0.0003511425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001866951,"about_ca_system_score_gemma":0.00001808136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004358001,"about_ca_topic_score_gemma":0.000001244014,"domain_scores_codex":[0.9991882,0.00004806357,0.0002109684,0.0001594513,0.0002510448,0.0001422165],"domain_scores_gemma":[0.9992548,0.00009028031,0.00009211734,0.0003516239,0.0001290783,0.00008211299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006027568,0.001782175,0.6832956,0.0001234629,0.003570775,0.00001473923,0.001721612,0.00002860839,0.01776911,0.007805403,0.007892374,0.2759359],"study_design_scores_gemma":[0.0005268845,0.00003106532,0.9876189,0.00001868607,0.0007398797,5.283141e-7,0.0004432412,0.00007845591,0.005278741,0.0003968794,0.004789684,0.00007704774],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.969418,0.0009360685,0.0002040257,0.00982112,0.0002428602,0.0008517196,0.000002473321,0.00008918886,0.01843458],"genre_scores_gemma":[0.996505,0.0002732578,0.0002882584,0.0001624983,0.0001727121,0.000312965,0.0000198375,0.00001029838,0.002255149],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3043233,"threshold_uncertainty_score":0.4513344,"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."}}