{"id":"W4401200481","doi":"10.17615/3436-n322","title":"A Longitudinal Analysis of Outcomes of Lupus Nephritis in an International Inception Cohort Using a Multistate Model Approach","year":2024,"lang":"en","type":"article","venue":"UNC Libraries","topic":"Prion Diseases and Protein Misfolding","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; National Institutes of Health; Sanofi; Lupus Research Alliance; Kyowa Hakko Kirin; Wellcome Trust; University College London; Novo Nordisk; National Institute for Health and Care Research; Arthritis Society; Anthera; Genentech; Sandwell and West Birmingham Hospitals NHS Trust; Eli Lilly and Company; Eusko Jaurlaritza; Johns Hopkins University; Ablynx; University of Calgary; Gigtforeningen; GlaxoSmithKline; Pfizer; Bristol-Myers Squibb; AstraZeneca; Université Laval","keywords":"Lupus nephritis; Cohort; Medicine; Longitudinal study; Longitudinal data; Internal medicine; Computer science; Pathology; Data mining; Disease","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":[0.003488856,0.0004675317,0.0002954953,0.0006235208,0.0003578731,0.0006482892,0.0004454732,0.0003339002,0.0006956302],"category_scores_gemma":[0.004567096,0.0002925466,0.0008084617,0.0005793477,0.0001627119,0.0003829583,0.0005290441,0.0007608884,0.0001004468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000471995,"about_ca_system_score_gemma":0.0006956745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01201679,"about_ca_topic_score_gemma":0.01132489,"domain_scores_codex":[0.9994104,0.0003348692,0.000021556,0.0001105917,0.0000495958,0.00007301458],"domain_scores_gemma":[0.9979678,0.0006166901,0.0006371327,0.0003224036,0.0001462594,0.0003097478],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002537306,0.00007428415,0.9963734,0.000003289931,0.0002284696,0.00004063341,0.00005747623,0.001344088,0.0001411324,0.00006872664,0.0001498823,0.001264902],"study_design_scores_gemma":[0.00006239252,0.0005363193,0.9353447,0.00001667396,0.0003323333,0.0001892492,0.0001834985,0.06244344,0.0002214565,0.0002771955,0.000376081,0.00001666515],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988882,0.00003230154,0.0007229709,0.00005389696,0.00000343401,0.000005350587,0.0002065118,0.000006408255,0.00008084453],"genre_scores_gemma":[0.998654,0.00003858586,0.0005920299,0.00001387694,0.000006264623,0.00001533014,0.0005771791,0.00000303044,0.00009960818],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01201679,"threshold_uncertainty_score":0.02389371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02786271162371687,"score_gpt":0.2978589510788661,"score_spread":0.2699962394551492,"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."}}