{"id":"W2951415329","doi":"10.1136/annrheumdis-2019-215145","title":"Predictors of disease worsening defined by progression of organ damage in diffuse systemic sclerosis: a European Scleroderma Trials and Research (EUSTAR) analysis","year":2019,"lang":"en","type":"article","venue":"Annals of the Rheumatic Diseases","topic":"Systemic Sclerosis and Related Diseases","field":"Medicine","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"St Joseph's Health Care; Western University","funders":"Peking Union Medical College; Uniwersytet Medyczny im. Karola Marcinkowskiego w Poznaniu; Peking Union Medical College Hospital; Bayer; Sapienza Università di Roma; Ege Üniversitesi; Medicinski Fakultet, Sveučilište u Zagrebu; University of Leeds; University of Bern; Universidad de Buenos Aires; Università degli Studi di Cagliari; Sveučilište u Zagrebu; School of Medicine, Stanford University; University of Otago","keywords":"Medicine; Internal medicine; Scleroderma (fungus); Interstitial lung disease; Clinical trial; Imputation (statistics); Pulmonary hypertension; Systemic scleroderma; Cohort; Population; Disease; Lung; Pathology; Missing data","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":[0.03170744,0.0009992513,0.002062673,0.0007840998,0.0002193396,0.001008223,0.0006391442,0.0007687793,0.001873739],"category_scores_gemma":[0.02402177,0.0002375422,0.003837533,0.001068142,0.0002761942,0.0006234662,0.0008688287,0.001072645,0.0001473082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002589814,"about_ca_system_score_gemma":0.0006444971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004517783,"about_ca_topic_score_gemma":0.0005924869,"domain_scores_codex":[0.9799129,0.01729595,0.001050963,0.0009480206,0.0005474191,0.0002448241],"domain_scores_gemma":[0.9771499,0.01712019,0.002955427,0.001472895,0.000619382,0.000682166],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1959482,0.0006272232,0.6752288,0.002721817,0.06532482,0.0007096627,0.000236879,0.01742199,0.00208321,0.0009383017,0.003741836,0.03501736],"study_design_scores_gemma":[0.0282732,0.01629904,0.7694159,0.0005484566,0.06656735,0.001298051,0.0002485825,0.1105334,0.001493761,0.001736479,0.0034746,0.0001111695],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9856333,0.005513838,0.005367339,0.0003658929,0.00004188888,0.0003409655,0.002197962,0.00005566363,0.0004831777],"genre_scores_gemma":[0.9932934,0.0004482252,0.002674954,0.0001187719,0.00004551837,0.0003632406,0.002844212,0.0000175433,0.0001941705],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03170744,"threshold_uncertainty_score":0.1676869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09217164975021941,"score_gpt":0.3527032368942012,"score_spread":0.2605315871439818,"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."}}