{"id":"W4406774434","doi":"10.3389/fneph.2025.1519481","title":"Global and national public awareness and interest in glomerular diseases from 2004 to 2024","year":2025,"lang":"en","type":"article","venue":"Frontiers in Nephrology","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lupus nephritis; Focal segmental glomerulosclerosis; Nephropathy; Public health; Medicine; Glomerulonephritis; Diabetic nephropathy; Membranous nephropathy; Glomerulosclerosis; Demography; Political science; Geography; Internal medicine; Diabetes mellitus; Proteinuria; Endocrinology; Pathology; Kidney; Disease; Sociology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001049437,0.0002136841,0.0002653418,0.004875402,0.0002247802,0.001362599,0.0003598725,0.0004362965,0.003932479],"category_scores_gemma":[0.006018428,0.0000943841,0.0008814768,0.005710219,0.0002835817,0.001723345,0.001248504,0.000553938,0.0008325839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000879276,"about_ca_system_score_gemma":0.000977695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0228761,"about_ca_topic_score_gemma":0.02458143,"domain_scores_codex":[0.999102,0.000192033,0.0001615947,0.0001315282,0.0002266961,0.0001862201],"domain_scores_gemma":[0.9942053,0.001230611,0.002845061,0.0001339678,0.0008910369,0.0006940846],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001373411,0.00003492284,0.9557618,0.001007203,0.0002001916,0.0001566829,0.00111439,0.000322622,0.0001469475,0.0004168855,0.01099751,0.0297034],"study_design_scores_gemma":[0.000007279835,0.00008305476,0.9800048,0.000573955,0.0001470261,0.0004094099,0.002530907,0.0003871437,0.000136958,0.0001510262,0.01555099,0.0000174686],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8683751,0.01533959,0.0003212977,0.005381912,0.0001854203,0.00006849603,0.09187593,0.0001292199,0.01832306],"genre_scores_gemma":[0.9791667,0.003894798,0.0003049468,0.0005343965,0.0001204627,0.00005061681,0.01472965,0.00001270576,0.001185726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0228761,"threshold_uncertainty_score":0.04548585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01640567049127402,"score_gpt":0.2916509807618373,"score_spread":0.2752453102705633,"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."}}