{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002295709,0.001391877,0.00230774,0.00395254,0.0003588107,0.00149354,0.00179523,0.001878016,0.003340779],"category_scores_gemma":[0.001529004,0.0005824121,0.0007194501,0.002653053,0.0009519504,0.00207915,0.0008468162,0.001897343,0.003262451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008630925,"about_ca_system_score_gemma":0.0007823164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005598809,"about_ca_topic_score_gemma":0.0004512216,"domain_scores_codex":[0.9989979,0.0002090608,0.0001069697,0.0001913376,0.0004393846,0.00005538265],"domain_scores_gemma":[0.9991572,0.0004753986,0.0001042409,0.00003808464,0.0001709266,0.00005422318],"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":[0.0001079007,0.0001180448,0.0002946721,0.009937178,0.0001129796,0.0005175367,0.0001058326,0.0007184357,0.01229758,0.007082957,0.00666857,0.9620383],"study_design_scores_gemma":[0.00004044499,0.0003317051,0.001383651,0.002060621,0.0001603585,0.005254982,0.00008935522,0.0004800065,0.01071164,0.005987709,0.9734346,0.00006487793],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002289937,0.9968446,0.00145873,0.0001455165,0.0001334186,0.000009369958,0.00001012011,0.00001843868,0.001150733],"genre_scores_gemma":[0.002329817,0.9924517,0.003577294,0.0002263427,0.0002662659,0.00002328128,0.00003084315,0.000003513338,0.001090885],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00395254,"threshold_uncertainty_score":0.01214099,"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."}}