{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004758963,0.001057062,0.0006646503,0.001932679,0.000384969,0.001281145,0.0009749988,0.001294429,0.001245977],"category_scores_gemma":[0.004158398,0.0005665651,0.0009013698,0.0007543967,0.000860146,0.0005734841,0.001130603,0.0006725556,0.001496422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004098645,"about_ca_system_score_gemma":0.0007859512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00123631,"about_ca_topic_score_gemma":0.001896336,"domain_scores_codex":[0.9905266,0.002465977,0.0006712071,0.002730601,0.003272134,0.000333605],"domain_scores_gemma":[0.9978243,0.0006107519,0.0005128935,0.0002448417,0.0007133886,0.00009388004],"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":[0.0008997672,0.000352427,0.0512846,0.0005464171,0.0003020066,0.0001395593,0.0005219333,0.001180676,0.907131,0.0002946443,0.0005765967,0.03677035],"study_design_scores_gemma":[0.0001031835,0.004116467,0.1156841,0.0002116065,0.0005043814,0.003703417,0.0004455285,0.02394203,0.8428133,0.0003113976,0.00799433,0.0001701439],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8984741,0.005308013,0.08608506,0.0002039766,0.0002069096,0.0008336179,0.002051748,0.00113011,0.005706407],"genre_scores_gemma":[0.8607596,0.001416791,0.1302131,0.0003390463,0.00007793181,0.0005283714,0.003219859,0.0001017096,0.003343797],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004758963,"threshold_uncertainty_score":0.02516812,"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."}}