{"id":"W2342426679","doi":"","title":"Measurement of antinuclear antibodies by multiplex immunoassay: a prospective, multicenter clinical evaluation.","year":2007,"lang":"en","type":"article","venue":"PubMed","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Autoantibody; Immunoassay; Multiplex; Anti-nuclear antibody; Internal medicine; Prospective cohort study; Rheumatology; Connective tissue disease; Rheumatoid arthritis; Immunology; Serology; Medical diagnosis; Disease; Antibody; Autoimmune disease; Pathology; Bioinformatics; Biology","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":[0.004714332,0.0009057735,0.0005959098,0.001484961,0.0005211604,0.0008386109,0.0004355988,0.0004872514,0.000645476],"category_scores_gemma":[0.007434341,0.0004170841,0.0003757172,0.001171787,0.0003725199,0.0007659774,0.0005807849,0.0004808801,0.0003545372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003855356,"about_ca_system_score_gemma":0.0003907741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007110169,"about_ca_topic_score_gemma":0.0007122617,"domain_scores_codex":[0.996169,0.001772811,0.0004969441,0.000703943,0.0007058111,0.0001513894],"domain_scores_gemma":[0.994007,0.0009263152,0.003041436,0.000273928,0.001154571,0.0005967694],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002932496,0.0001502051,0.9937529,0.00002454452,0.0000651443,0.0001145872,0.00006173559,0.0000835605,0.0009602812,0.000007925052,0.0001293803,0.004356599],"study_design_scores_gemma":[0.00009082117,0.001844155,0.9930194,0.00002008112,0.00007355125,0.002058617,0.0001396142,0.001116261,0.001173447,0.0000146998,0.0004347351,0.00001470362],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968762,0.0008959453,0.001078636,0.00005898634,0.00001225993,0.000140285,0.000516072,0.00003409823,0.0003874754],"genre_scores_gemma":[0.997157,0.0001421817,0.001898311,0.00004066332,0.00002994799,0.0001199666,0.0005320688,0.000004829369,0.00007495659],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004714332,"threshold_uncertainty_score":0.02493203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08149118758990141,"score_gpt":0.3629364253297562,"score_spread":0.2814452377398547,"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."}}