{"id":"W4411674825","doi":"10.34067/kid.0000000795","title":"Clinic Models for Care Delivery in CKD","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":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Health care delivery; Medicine; Health care; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001086563,0.00007549833,0.0002002918,0.0001630755,0.00002532669,0.00001134741,0.00006066199,0.00004554044,0.00008066546],"category_scores_gemma":[0.00006865262,0.00006137395,0.0001556387,0.0001755601,0.00001629848,0.00003220127,0.00004235856,0.00005440391,0.0000312356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006170992,"about_ca_system_score_gemma":0.0001355013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003114487,"about_ca_topic_score_gemma":0.00001922867,"domain_scores_codex":[0.9993603,0.00001447681,0.0001933574,0.000190137,0.0000953764,0.0001463982],"domain_scores_gemma":[0.9995881,0.00003405314,0.00002177286,0.0002000583,0.00006608306,0.00008989102],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001915682,0.001584658,0.01967935,0.005217943,0.001061428,0.0001516077,0.002090833,0.001692069,0.0006722824,0.02872578,0.7330004,0.204208],"study_design_scores_gemma":[0.01879711,0.0005391989,0.05583024,0.002401836,0.002293828,0.000001082279,0.004337082,0.04318625,0.000995959,0.01843002,0.852544,0.0006434486],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3206189,0.008596973,0.009746252,0.01252709,0.001304382,0.003464508,0.0001409053,0.0001804651,0.6434205],"genre_scores_gemma":[0.9817541,0.0001585325,0.0006717518,0.004583388,0.00006716768,0.0001010574,0.0001010448,0.000009248212,0.01255366],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6611353,"threshold_uncertainty_score":0.2502757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02033601545456633,"score_gpt":0.309658623539436,"score_spread":0.2893226080848697,"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."}}