{"id":"W4409300835","doi":"10.7150/thno.108552","title":"Artificial intelligence in chronic kidney disease management: a scoping review","year":2025,"lang":"en","type":"review","venue":"Theranostics","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"National Medical Research Council; Medical Research Council","keywords":"Kidney disease; Medicine; Disease; Intensive care medicine; Pathology; Bioinformatics; Internal medicine; Biology","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":[0.008728712,0.001182714,0.002634691,0.01220179,0.0008686677,0.004227019,0.001784833,0.00348872,0.004910916],"category_scores_gemma":[0.04308217,0.0007419011,0.003619608,0.01171524,0.001537004,0.003507728,0.002134888,0.0024707,0.0007644999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003358694,"about_ca_system_score_gemma":0.01261569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006851031,"about_ca_topic_score_gemma":0.0106567,"domain_scores_codex":[0.9952135,0.001648991,0.001551737,0.0004078705,0.001006769,0.0001710611],"domain_scores_gemma":[0.9336287,0.05759296,0.003761803,0.0005200721,0.004103261,0.0003931566],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00008912928,0.00004843237,0.0008878392,0.5727398,0.00122817,0.0001759451,0.0005797787,0.0006455039,0.0002254783,0.005523073,0.01572421,0.4021326],"study_design_scores_gemma":[0.0000235013,0.00006277076,0.001510242,0.864736,0.002816488,0.00037295,0.0003066765,0.0002483389,0.0001365587,0.003017406,0.1267391,0.00002998098],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001389238,0.9977205,0.0002259121,0.001121609,0.0001605578,0.00004436715,0.00006061986,0.00000580067,0.0005216791],"genre_scores_gemma":[0.00188414,0.996431,0.0006041843,0.0006702534,0.0001513895,0.0001016334,0.00006726402,0.000003052071,0.00008706578],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01220179,"threshold_uncertainty_score":0.04616243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2252047624920634,"score_gpt":0.5023982755456029,"score_spread":0.2771935130535395,"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."}}