{"id":"W2102620366","doi":"10.1586/eri.11.111","title":"Multi-analyte suspension arrays for the detection of common viruses: how viable are these assays in clinical laboratories?","year":2011,"lang":"en","type":"letter","venue":"Expert Review of Anti-infective Therapy","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Provincial Laboratory of Public Health; University of Calgary","funders":"","keywords":"Analyte; Suspension (topology); Chromatography; Virology; Chemistry; Biology; Mathematics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002492012,0.0005538025,0.00247099,0.0002655218,0.0001039642,0.00002116227,0.0002970736,0.0006710399,0.00004978383],"category_scores_gemma":[0.002237778,0.0003473051,0.0009470702,0.0008206376,0.0003201993,0.0001442063,0.00005058343,0.00152912,0.000007087911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001258379,"about_ca_system_score_gemma":0.000171296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005133779,"about_ca_topic_score_gemma":0.0001274608,"domain_scores_codex":[0.9962692,0.0009511485,0.001326474,0.000628815,0.0004436687,0.0003807546],"domain_scores_gemma":[0.9937488,0.002043798,0.001936989,0.001037847,0.00118938,0.00004315539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001732795,0.003236067,0.04574765,0.01513997,0.004081257,0.0001900109,0.00220739,9.931873e-7,0.7352644,0.00002435241,0.1042409,0.08813423],"study_design_scores_gemma":[0.003014516,0.001280184,0.004499399,0.01038256,0.0002992267,0.00003585094,0.0001425548,0.00014032,0.3661566,0.00003171952,0.6135882,0.0004289346],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.1963389,0.6568577,0.02794539,0.08263684,0.008241137,0.02638279,0.0002678513,0.0005815214,0.0007477781],"genre_scores_gemma":[0.1886591,0.2587377,0.001853068,0.5456531,0.003895644,0.0007520869,0.00005804576,0.0003279305,0.00006332977],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.5093472,"threshold_uncertainty_score":0.9998979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1280184115117158,"score_gpt":0.4058146752938436,"score_spread":0.2777962637821277,"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."}}