{"id":"W4402979893","doi":"10.1016/j.jcv.2024.105732","title":"Investigation of suspected false positive norovirus results on a syndromic gastrointestinal multiplex molecular panel","year":2024,"lang":"en","type":"article","venue":"Journal of Clinical Virology","topic":"Viral gastroenteritis research and epidemiology","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Children's Hospital; Vancouver General Hospital; BC Centre for Disease Control; University of British Columbia; Okanagan University College; University of British Columbia, Okanagan Campus; Kelowna General Hospital; Interior Health","funders":"Genome British Columbia","keywords":"Norovirus; Multiplex; Medicine; Virology; Biology; Bioinformatics; Virus","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002611657,0.0001597503,0.001024003,0.0003047957,0.00002029162,0.000009196691,0.0001595801,0.0001782235,0.00004670737],"category_scores_gemma":[0.01457675,0.0001192586,0.0004753866,0.0001618039,0.0005440469,0.00006970247,0.00005581211,0.001371505,0.00004380079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005642502,"about_ca_system_score_gemma":0.0003044604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004045925,"about_ca_topic_score_gemma":0.00001232434,"domain_scores_codex":[0.9957551,0.001076273,0.002189105,0.000292975,0.0003205586,0.0003659272],"domain_scores_gemma":[0.996965,0.001431054,0.000599876,0.0002032675,0.0003611154,0.0004396831],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.06986761,0.000825875,0.1768928,0.0002805501,0.001070349,0.03028844,0.0001502404,0.0002821549,0.6952685,0.0009206283,0.009030883,0.01512199],"study_design_scores_gemma":[0.007220287,0.03937703,0.9308209,0.001471063,0.0001939465,0.01311053,0.00003384211,0.003263405,0.002310296,0.001751412,0.0003380862,0.0001092497],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871075,0.0002282485,0.00117945,0.01076557,0.0003032678,0.0001707432,0.00004464617,0.00001757553,0.0001830094],"genre_scores_gemma":[0.9936491,0.0001876279,0.004162567,0.001511724,0.0003906975,0.000002129401,0.00002260996,0.00001947895,0.00005401474],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.753928,"threshold_uncertainty_score":0.9937239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.128296922586418,"score_gpt":0.419346680522267,"score_spread":0.2910497579358491,"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."}}