{"id":"W2809253666","doi":"10.1016/j.vaccine.2018.06.032","title":"A novel serological assay for influenza based on DiD fluorescence dequenching that is free from observer bias and potentially automatable – A proof of concept study","year":2018,"lang":"en","type":"article","venue":"Vaccine","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre; McGill University","funders":"","keywords":"Serology; Proof of concept; Virology; Fluorescence; Biology; Computational biology; Chemistry; Physics; Immunology; Computer science; Antibody; Optics","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":[0.006010056,0.002040616,0.001159845,0.0005639884,0.000534986,0.001489811,0.002892763,0.002613288,0.002633582],"category_scores_gemma":[0.002782774,0.001133094,0.0009997645,0.000269378,0.001491549,0.001713234,0.001477805,0.002865606,0.001304358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001080893,"about_ca_system_score_gemma":0.0009886143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006559479,"about_ca_topic_score_gemma":0.001039314,"domain_scores_codex":[0.9964591,0.0009629027,0.0001131516,0.0009039614,0.001238728,0.000322176],"domain_scores_gemma":[0.9977669,0.0008354608,0.0003536628,0.0002360836,0.0005774391,0.0002305416],"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":[0.0003831417,0.0003971429,0.0004398762,0.000233416,0.00007675064,0.00007561118,0.00008056541,0.0003018296,0.9843463,0.0008064062,0.0007619757,0.01209699],"study_design_scores_gemma":[0.0002810731,0.003850096,0.001581287,0.00002844537,0.00015504,0.0007896863,0.0000958148,0.01004548,0.9698827,0.0005678927,0.01258722,0.0001352311],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2771028,0.002829659,0.7048543,0.001532805,0.001432055,0.005161193,0.0009562455,0.001941933,0.004189081],"genre_scores_gemma":[0.5114337,0.001332862,0.4740067,0.001203288,0.0003075337,0.002090732,0.001164183,0.0001724366,0.008288607],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006010056,"threshold_uncertainty_score":0.03178459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1686357605527934,"score_gpt":0.3711966022707553,"score_spread":0.202560841717962,"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."}}