{"id":"W4414017878","doi":"10.3390/diagnostics15172249","title":"Simultaneous Detection and Differentiation of SARS-CoV-2, Influenza A/B, and Respiratory Syncytial Viruses in Respiratory Specimens Using the VitaSIRO solo™ SARS-CoV-2/Flu/RSV Assay","year":2025,"lang":"en","type":"article","venue":"Diagnostics","topic":"Respiratory viral infections research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut du Savoir Montfort; Montfort Hospital; University of Ottawa","funders":"","keywords":"Respiratory system; Virology; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Paramyxoviridae; Virus; Coronavirus disease 2019 (COVID-19); Biology; Medicine; Viral disease; Pathology; Internal medicine; Infectious disease (medical specialty)","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":[0.0008539243,0.0002915817,0.0004822958,0.0007427093,0.000252528,0.00008855404,0.0001293034,0.0002946121,0.000004221331],"category_scores_gemma":[0.006737897,0.0002460324,0.00007345984,0.0007701733,0.0004764727,0.0001858092,0.0001959318,0.0006166306,0.000005156216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000292928,"about_ca_system_score_gemma":0.0002355329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002755199,"about_ca_topic_score_gemma":0.000877586,"domain_scores_codex":[0.9974738,0.0005127655,0.0007494093,0.0004617572,0.0004165155,0.0003857017],"domain_scores_gemma":[0.9965309,0.002377268,0.0002096772,0.0005163396,0.0003094515,0.00005639778],"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":[0.0002719265,0.0002238427,0.1580753,0.0001931267,0.00009075075,0.00006971817,0.0002018596,0.0001158179,0.8337279,0.0001592069,0.0001662821,0.006704236],"study_design_scores_gemma":[0.002145612,0.0006284163,0.1285381,0.0003705862,0.0002082541,0.00001329122,0.0001508353,0.004443804,0.8534194,0.0002102962,0.009621783,0.0002496302],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953588,0.001929752,0.001145648,0.00004641968,0.0002407721,0.000936663,0.00002612587,0.00005206367,0.0002637834],"genre_scores_gemma":[0.9963503,0.000118765,0.00006940444,0.003233863,0.000142861,0.00003980205,0.000001877037,0.00003823115,0.000004927796],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02953722,"threshold_uncertainty_score":0.9999992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1089828413211559,"score_gpt":0.4082728440043103,"score_spread":0.2992900026831544,"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."}}