{"id":"W4412529318","doi":"10.34067/kid.0000000895","title":"Risk Factors for Suboptimal Dialysis Initiation","year":2025,"lang":"en","type":"article","venue":"Kidney360","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; NOSM University; Queen's University; London Health Sciences Centre; McMaster University; Impact; Institute for Clinical Evaluative Sciences","funders":"Kidney Foundation of Canada; McMaster University","keywords":"Dialysis; Intensive care medicine; Medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004423753,0.0001690084,0.0003510118,0.0004574312,0.0004780144,0.0004693593,0.0003154862,0.000305834,0.004877847],"category_scores_gemma":[0.003634762,0.0001152588,0.0003930641,0.0010634,0.0001972975,0.0002355123,0.0003086331,0.0006418967,0.0002622681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001160981,"about_ca_system_score_gemma":0.001930968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04696479,"about_ca_topic_score_gemma":0.05853024,"domain_scores_codex":[0.9994975,0.00006540289,0.00006012317,0.00008435969,0.0001553096,0.0001372778],"domain_scores_gemma":[0.9979684,0.0002825772,0.0009577631,0.00009294815,0.0002680418,0.0004302911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001973553,0.00001255931,0.9979128,0.00001567229,0.00002294229,0.00006379621,0.00003422626,0.00004508084,0.0000462485,0.00003027141,0.0004550557,0.001341471],"study_design_scores_gemma":[0.000002617107,0.00001766137,0.9988068,0.0000242776,0.00001957799,0.0003201651,0.00005817826,0.000179584,0.00002830389,0.00006398772,0.0004752263,0.000003556275],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9840279,0.003322011,0.0004496856,0.001038348,0.00004059261,0.00006208203,0.003544238,0.00003879363,0.007476503],"genre_scores_gemma":[0.9984362,0.0002663115,0.0001636911,0.00007194854,0.00002297408,0.00001316995,0.000626885,0.000002276213,0.0003966122],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04696479,"threshold_uncertainty_score":0.09338284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01387540151369613,"score_gpt":0.2810243179342153,"score_spread":0.2671489164205192,"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."}}