{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001509334,0.00009622092,0.0002100343,0.000194284,0.00008621909,0.00002744706,0.0000509444,0.00004544182,0.0001707854],"category_scores_gemma":[0.0005708328,0.0000721378,0.000257666,0.0002654817,0.00002132208,0.00004107978,0.00002827559,0.00005235452,0.00002245495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004755595,"about_ca_system_score_gemma":0.00006797263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004009375,"about_ca_topic_score_gemma":0.000004233341,"domain_scores_codex":[0.999324,0.00002406078,0.0001798092,0.0001904943,0.0001357008,0.000145951],"domain_scores_gemma":[0.9994617,0.00008437787,0.00005926433,0.0001976976,0.00007763348,0.000119303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001138947,0.001913008,0.4946312,0.001168007,0.005223711,0.00002277174,0.001250761,0.0005989567,0.002783176,0.02181211,0.4074129,0.06204445],"study_design_scores_gemma":[0.004448456,0.00025282,0.685775,0.000156087,0.006618812,2.626527e-7,0.0004778029,0.007285913,0.005235454,0.002391157,0.2870351,0.0003231381],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8971026,0.0002309787,0.02727423,0.003721522,0.0006145756,0.001100012,0.0001786489,0.0001484499,0.06962901],"genre_scores_gemma":[0.99334,0.00006623839,0.0007639223,0.0009757189,0.000107456,0.00006166561,0.0003209623,0.000009342588,0.004354716],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1911438,"threshold_uncertainty_score":0.2941694,"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."}}