{"id":"W4319265475","doi":"10.1101/2023.02.02.23285369","title":"Membranous Nephropathy in the UK Biobank","year":2023,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Renal Diseases and Glomerulopathies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Kidney Research UK; Kidney Foundation of Canada","keywords":"Biobank; Proteinuria; Medicine; Disease; Incidence (geometry); Nephrotic syndrome; Internal medicine; Pediatrics; Bioinformatics; Biology; Kidney","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.00287039,0.0002126054,0.0005503857,0.002082633,0.0005471215,0.00146601,0.0008509605,0.0007398811,0.01265706],"category_scores_gemma":[0.01267063,0.0002145579,0.0003148928,0.004123645,0.0002516701,0.0008991431,0.001871714,0.0004107851,0.001762642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001659906,"about_ca_system_score_gemma":0.002627603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03891079,"about_ca_topic_score_gemma":0.02868079,"domain_scores_codex":[0.9969103,0.0009642119,0.0005125007,0.0007525492,0.0005749514,0.0002855535],"domain_scores_gemma":[0.9877913,0.00263895,0.005402969,0.001224056,0.001600435,0.001342267],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006876964,0.0001092567,0.8820936,0.0009532371,0.0001948774,0.001001426,0.0009187207,0.0004683711,0.0007034866,0.0024926,0.07522286,0.03515379],"study_design_scores_gemma":[0.0001735519,0.0001614233,0.9163268,0.0009622722,0.000146943,0.001506588,0.0006092461,0.001201133,0.0004020947,0.001096909,0.07737434,0.00003876753],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7826374,0.009000663,0.002924415,0.007652821,0.0003834733,0.0004569671,0.1766677,0.0002532533,0.0200233],"genre_scores_gemma":[0.9108549,0.003499681,0.004406236,0.002905558,0.0003329783,0.0006694004,0.0691798,0.00005401656,0.008097352],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03891079,"threshold_uncertainty_score":0.07736856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04033607375556698,"score_gpt":0.3010578983284725,"score_spread":0.2607218245729055,"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."}}