{"id":"W4391951361","doi":"10.1016/j.xkme.2024.100805","title":"Kidney Failure Risk Equation Thresholds for Multidisciplinary Kidney Care Referrals: A Validation Study","year":2024,"lang":"en","type":"article","venue":"Kidney Medicine","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Kingston Health Sciences Centre; Queen's University","funders":"","keywords":"Multidisciplinary approach; Medicine; Kidney; Intensive care medicine; Internal medicine; Political science","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":[0.02199099,0.0009874842,0.001043364,0.001443488,0.001331993,0.00244556,0.00237047,0.001963085,0.003253733],"category_scores_gemma":[0.08684223,0.0008581557,0.002165813,0.001275266,0.0009856828,0.001939468,0.002552428,0.002766243,0.001460368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002877158,"about_ca_system_score_gemma":0.002809438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01205376,"about_ca_topic_score_gemma":0.008210109,"domain_scores_codex":[0.988872,0.005580474,0.001051694,0.001504952,0.002469035,0.0005217794],"domain_scores_gemma":[0.9511499,0.02368397,0.005997053,0.005452563,0.01178808,0.001928372],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00260288,0.004857078,0.9647307,0.0001577596,0.0005082422,0.000140598,0.002385809,0.00149625,0.0003603558,0.0006338825,0.004148546,0.01797806],"study_design_scores_gemma":[0.001030281,0.00225062,0.9767815,0.0002128341,0.0003699492,0.0004143971,0.001219148,0.01419738,0.0004352968,0.0005697681,0.002445832,0.00007298639],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909399,0.0002109453,0.003254238,0.0001870001,0.00005938688,0.001351069,0.00203495,0.00007390216,0.001888516],"genre_scores_gemma":[0.987559,0.0001104597,0.006054815,0.0002130677,0.00003185726,0.001809639,0.003646103,0.00006246336,0.0005125431],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02199099,"threshold_uncertainty_score":0.1163008,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08876610236977897,"score_gpt":0.424031794342317,"score_spread":0.335265691972538,"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."}}