{"id":"W4313532760","doi":"10.1136/lupus-2022-lupus21century.9","title":"205 Longitudinal immune changes during and after recent flares in lupus","year":2022,"lang":"en","type":"article","venue":"","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University Health Network; University of Toronto","funders":"","keywords":"Immune system; Immunology; Flow cytometry; Systemic lupus erythematosus; Innate immune system; Prednisone; Medicine; Internal medicine; Biology; 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":[0.0004012161,0.0001309766,0.0001924131,0.0006629002,0.0003801416,0.0003937037,0.0001642688,0.0003642859,0.00119533],"category_scores_gemma":[0.000639111,0.0001064661,0.0002125271,0.0004716163,0.0001422831,0.0002392079,0.0002343301,0.0002757667,0.0002489789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002575417,"about_ca_system_score_gemma":0.0001351174,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002800115,"about_ca_topic_score_gemma":0.003458551,"domain_scores_codex":[0.9998496,0.00003770706,0.00001397147,0.00003672884,0.00002353216,0.00003852271],"domain_scores_gemma":[0.9994024,0.00006851421,0.0002700059,0.00003730606,0.00009067348,0.000131146],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007244758,0.00006990966,0.9838333,0.00001926787,0.00003942922,0.0002040539,0.0002367259,0.0000584243,0.008357151,0.00001356016,0.0001495829,0.006294298],"study_design_scores_gemma":[0.000003708484,0.00013764,0.9989221,0.00000234398,0.000008801891,0.0002360448,0.00008030698,0.00007525194,0.0003837148,0.00001270494,0.0001352328,0.000002267335],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993339,0.0001673601,0.00007085188,0.00001705633,0.000001899571,0.000006674374,0.0001767867,0.000005093951,0.0002202348],"genre_scores_gemma":[0.9992884,0.00004568853,0.0001295693,0.00002489012,0.00000795141,0.000006797655,0.0003112484,0.000001694111,0.000183698],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002800115,"threshold_uncertainty_score":0.00556761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02321045816661537,"score_gpt":0.2869708227560022,"score_spread":0.2637603645893868,"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."}}