{"id":"W2086308593","doi":"10.1016/j.clim.2006.03.007","title":"Analysis of human sera that are polyreactive in an addressable laser bead immunoassay","year":2006,"lang":"en","type":"article","venue":"Clinical Immunology","topic":"Advanced Biosensing Techniques and Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"IIf; Antigen; Immunoassay; Titer; Molecular biology; Autoantibody; Rheumatoid factor; Reactivity (psychology); Chemistry; Antibody; Immunology; Biology; Indirect immunofluorescence; Medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005507649,0.0006069578,0.000246896,0.000523234,0.0002347398,0.0003833857,0.0002818129,0.0006251563,0.0008415888],"category_scores_gemma":[0.0008748823,0.0001702447,0.0002464083,0.0003764456,0.0002015853,0.0001485212,0.0001820225,0.0004488837,0.0005324391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001416859,"about_ca_system_score_gemma":0.0001409222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00031133,"about_ca_topic_score_gemma":0.0003249097,"domain_scores_codex":[0.9992862,0.0002339398,0.00004508733,0.0001039404,0.0002155399,0.0001154171],"domain_scores_gemma":[0.9995527,0.0002088104,0.0000533328,0.00004602238,0.00008375821,0.00005535103],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004743754,0.0001559068,0.005987626,0.00006159519,0.00003045396,0.0004390105,0.00009195861,0.0001213335,0.9880975,0.0001306097,0.0001480465,0.0042616],"study_design_scores_gemma":[0.00005351495,0.001108707,0.02034334,0.00001675578,0.00008606038,0.002096973,0.00008272542,0.002964676,0.9713401,0.0001564153,0.001741263,0.000009488293],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9822116,0.001027461,0.01267738,0.000129354,0.00009474128,0.00006922804,0.0001463669,0.0001346572,0.003509201],"genre_scores_gemma":[0.9936655,0.0004183515,0.004053047,0.0002047997,0.00005077682,0.00005162339,0.0003182699,0.00001351682,0.001224138],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008415888,"threshold_uncertainty_score":0.00291276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04205098641441988,"score_gpt":0.3863920289244513,"score_spread":0.3443410425100314,"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."}}