{"id":"W2409212569","doi":"10.1136/annrheumdis-2015-eular.1896","title":"AB0616 Biomarkers for Neuropsychiatric Manifestations in Systemic Lupus Erythematosus","year":2015,"lang":"en","type":"article","venue":"Annals of the Rheumatic Diseases","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Immunovaccine (Canada)","funders":"","keywords":"Medicine; Rheumatology; Internal medicine; Autoantibody; Lupus nephritis; Immunology; Anti-nuclear antibody; Systemic lupus erythematosus; Antibody; Gastroenterology; Disease","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":[0.0008178795,0.0007755839,0.0005542017,0.002308659,0.0005933512,0.001335606,0.0004616602,0.001075502,0.003936654],"category_scores_gemma":[0.001606461,0.0002649733,0.0004830889,0.001331921,0.00028221,0.0005014125,0.0004854049,0.0008000542,0.00138262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003297171,"about_ca_system_score_gemma":0.0003557861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006356915,"about_ca_topic_score_gemma":0.0007996279,"domain_scores_codex":[0.9993711,0.0001629631,0.0001190508,0.0000700587,0.0001791737,0.00009772992],"domain_scores_gemma":[0.9987362,0.00022477,0.0004794152,0.000076528,0.0002481423,0.0002349333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001600383,0.0004081389,0.9325278,0.0002119592,0.0004601242,0.002106235,0.0000999715,0.0001985728,0.02135723,0.0002907743,0.001947487,0.03879125],"study_design_scores_gemma":[0.0001272526,0.001038359,0.9647694,0.0001931102,0.0002952227,0.01188101,0.0002356953,0.0007284026,0.008257573,0.0009966609,0.01144237,0.00003506119],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9753063,0.01368526,0.0004187766,0.0004767788,0.0002576394,0.00004907675,0.001013472,0.00006764541,0.008724889],"genre_scores_gemma":[0.9916947,0.002425065,0.001033421,0.0003626772,0.0002593913,0.00004246899,0.001234117,0.00001326995,0.00293482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003936654,"threshold_uncertainty_score":0.01316941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07931744319663543,"score_gpt":0.3526662654234564,"score_spread":0.273348822226821,"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."}}