{"id":"W2058133061","doi":"10.1186/ar4618","title":"Is prevention of systemic lupus erythematosus a goal?","year":2014,"lang":"en","type":"article","venue":"Arthritis Research & Therapy","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Allergy and Infectious Diseases; Canadian Institutes of Health Research; National Institutes of Health; Lupus Research Alliance; Canadian Arthritis Network; National Institute of Arthritis and Musculoskeletal and Skin Diseases; Arthritis Society; Central New York Community Foundation; Merck KGaA; Lupus Foundation of America","keywords":"Rheumatology; Medicine; Internal medicine; Physical therapy; Intensive care medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004946192,0.0002572268,0.0008375801,0.0007094812,0.0002017243,0.00006540084,0.0004472906,0.0002313593,0.0008439076],"category_scores_gemma":[0.000601307,0.0002153758,0.0003188371,0.001003453,0.0004577761,0.0001699541,0.0001411207,0.0006267221,0.0006042226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001865011,"about_ca_system_score_gemma":0.0004261571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001443482,"about_ca_topic_score_gemma":0.0000253776,"domain_scores_codex":[0.993878,0.001178807,0.0008228752,0.0006326573,0.002481733,0.001005929],"domain_scores_gemma":[0.9962282,0.0006482126,0.0001644203,0.001343991,0.001220581,0.0003946195],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002613135,0.001421241,0.2579552,0.002817303,0.0006601187,0.0001781858,0.0123082,0.000002419657,0.2517491,0.006300647,0.03764886,0.4263457],"study_design_scores_gemma":[0.1104353,0.03029896,0.007684987,0.06693199,0.00009353222,0.2353917,0.02512771,0.004137514,0.2624552,0.0431538,0.2116774,0.002611829],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9718332,0.01634101,0.0004280787,0.000988139,0.0002285987,0.00227068,0.00001218829,0.0001093575,0.00778874],"genre_scores_gemma":[0.972873,0.01830352,0.0004444798,0.00009946186,0.0003058391,0.000334467,0.00001554254,0.00008971516,0.007534015],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4237339,"threshold_uncertainty_score":0.9240197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05504221936014276,"score_gpt":0.3678507901491646,"score_spread":0.3128085707890219,"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."}}