{"id":"W1989885720","doi":"10.1191/0961203306lu2327oa","title":"Advances and Applications of Multiplexed Diagnostic Technologies in Autoimmune Diseases","year":2006,"lang":"en","type":"review","venue":"Lupus","topic":"Monoclonal and Polyclonal Antibodies Research","field":"Medicine","cited_by":79,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Autoantibody; Medicine; Standardization; Computational biology; Emerging technologies; Immunology; Computer science; Biology; Antibody","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":[],"consensus_categories":[],"category_scores_codex":[0.00004816799,0.0002045624,0.001107339,0.0002897409,0.00003363893,0.000007038749,0.0001448239,0.0001543554,0.00001263524],"category_scores_gemma":[0.0002811928,0.0001396664,0.0001523063,0.0003824109,0.0002955115,0.00003127076,0.0001377264,0.0002634447,0.00001298632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003309547,"about_ca_system_score_gemma":0.0000944261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001126536,"about_ca_topic_score_gemma":0.00004957591,"domain_scores_codex":[0.9989151,0.00003201797,0.0004115808,0.0002568504,0.0001808937,0.0002035146],"domain_scores_gemma":[0.998591,0.0009343791,0.0001306142,0.0002688746,0.00003625175,0.00003885296],"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":[0.00001108906,0.000125727,0.005647225,0.02629506,0.00002554655,0.00003148667,0.000004285717,3.170514e-7,0.000001358296,0.0002084849,0.0002073671,0.967442],"study_design_scores_gemma":[0.000217757,0.00005630327,0.0005587738,0.006513811,0.0001948393,0.00007349514,0.00002131817,0.000004443756,0.00000243207,0.0002644476,0.9919704,0.0001219938],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000297416,0.9978254,0.000007014098,0.00007755961,0.00008544837,0.001137591,0.0001319506,0.00006117499,0.0006440905],"genre_scores_gemma":[0.0001160924,0.9959198,0.0001996375,0.000003224174,0.00004665895,0.0005912315,0.0002546841,0.00001808668,0.002850566],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.991763,"threshold_uncertainty_score":0.5695431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02412457807740219,"score_gpt":0.357430309187995,"score_spread":0.3333057311105928,"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."}}