{"id":"W4398232551","doi":"10.1093/ndt/gfae069.627","title":"#1321 Long term outcomes in people with fluctuating criteria for the diagnosis of chronic kidney disease","year":2024,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Healthcare Systems and Public Health","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Term (time); Kidney disease; Disease; Intensive care medicine; Medicine; Internal medicine; Physics","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":[0.0006649023,0.0001419229,0.0004404453,0.000240635,0.00007904792,0.00002141962,0.00007092116,0.0001007911,0.0001067745],"category_scores_gemma":[0.0001104747,0.00008759141,0.0001257479,0.00037829,0.00005817239,0.0001118227,0.000003766922,0.0001583413,0.000003447792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001054653,"about_ca_system_score_gemma":0.001090354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00151087,"about_ca_topic_score_gemma":0.007475839,"domain_scores_codex":[0.9985803,0.0001640919,0.000494212,0.0002836573,0.0001854388,0.0002923023],"domain_scores_gemma":[0.9985018,0.0009420459,0.00007651301,0.0002136914,0.00008065035,0.000185293],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004906916,0.0001093145,0.9655061,0.006276837,0.0002869614,0.00005260929,0.00462011,0.00003964066,0.0003620426,0.0003189781,0.000196772,0.02173996],"study_design_scores_gemma":[0.001533863,0.0003613369,0.9913383,0.0005314762,0.00068749,0.00001922861,0.00006512663,0.00450345,0.00007715097,0.00002622542,0.0007688522,0.00008748745],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9631746,0.001017547,0.0102136,0.0237686,0.0002525851,0.001277738,0.000212643,0.00005304642,0.00002960386],"genre_scores_gemma":[0.9959627,0.0008766739,0.0001194465,0.001522541,0.0002410366,0.0007765501,0.0004385644,0.00002385562,0.00003861296],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03278809,"threshold_uncertainty_score":0.4171694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02683210083609378,"score_gpt":0.3464427924628394,"score_spread":0.3196106916267456,"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."}}