{"id":"W4214822309","doi":"10.1007/s12016-021-08918-6","title":"The Role of Autoantibody Testing in Modern Personalized Medicine","year":2022,"lang":"en","type":"review","venue":"Clinical Reviews in Allergy & Immunology","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"Conselho Nacional de Desenvolvimento Científico e Tecnológico","keywords":"Medicine; Autoantibody; Disease; Personalized medicine; Antiphospholipid syndrome; Rheumatoid arthritis; Autoimmune disease; Identification (biology); Immunology; Intensive care medicine; Medical diagnosis; Internal medicine; Bioinformatics; Antibody; Pathology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01578639,0.000653571,0.009380097,0.0005690818,0.0001088065,0.000007938918,0.001548853,0.0008151102,0.0005697735],"category_scores_gemma":[0.04692601,0.0003755935,0.001255425,0.001669097,0.001532765,0.00003213579,0.0009139152,0.003881924,0.0001009324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005293292,"about_ca_system_score_gemma":0.001505427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001649916,"about_ca_topic_score_gemma":0.00007344972,"domain_scores_codex":[0.982505,0.007284783,0.007573063,0.001055438,0.0006730933,0.0009086637],"domain_scores_gemma":[0.9742752,0.02095823,0.002347504,0.002122076,0.0001460189,0.0001509909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000112467,0.000257315,0.0007657024,0.009405268,0.0004448018,0.0001099895,0.0001707119,1.221701e-7,0.000004173896,0.0006872176,0.0002450701,0.9877971],"study_design_scores_gemma":[0.001725879,0.0005307057,0.00004833607,0.06558556,0.0001728592,0.001967874,0.0003170707,0.0000831692,4.712252e-8,0.0004675527,0.9288735,0.0002274783],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000728106,0.9888748,0.00000356706,0.0002206553,0.0007450294,0.003252905,0.000005635575,0.00003236884,0.006792229],"genre_scores_gemma":[0.00001154596,0.996791,0.0001921147,0.00008286336,0.0002481373,0.001070809,0.00007884449,0.0001121654,0.001412544],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9875697,"threshold_uncertainty_score":0.9998696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2323612658559714,"score_gpt":0.4826916848573312,"score_spread":0.2503304190013598,"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."}}