{"id":"W4389030022","doi":"10.1093/ofid/ofad500.144","title":"2074. Longitudinal wastewater surveillance for endemic respiratory viruses and its correlation with clinically confirmed cases in Calgary, Canada","year":2023,"lang":"en","type":"article","venue":"Open Forum Infectious Diseases","topic":"Respiratory viral infections research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University; University of Alberta; University of Calgary","funders":"OPEC Fund for International Development","keywords":"Medicine; TaqMan; Virology; Respiratory system; Influenza A virus; Virus; Internal medicine; Real-time polymerase chain reaction; Veterinary medicine; Biology; Gene","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0006168128,0.0004206061,0.0002739875,0.001828093,0.001838656,0.001231126,0.001301889,0.0004944267,0.002493341],"category_scores_gemma":[0.00124643,0.0003471331,0.0002744141,0.002644105,0.0004930038,0.0002827659,0.0007487576,0.0004877692,0.0005222487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02771903,"about_ca_system_score_gemma":0.02676496,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.992362,"about_ca_topic_score_gemma":0.9956812,"domain_scores_codex":[0.9990761,0.00007657098,0.00005519169,0.0002053273,0.0003081535,0.0002787165],"domain_scores_gemma":[0.9979627,0.00009335663,0.0002719862,0.0000445681,0.00122376,0.0004036217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006079692,0.00003096403,0.9909039,0.00003725729,0.00003532165,0.00007327057,0.0001679615,0.0001717746,0.0004853577,0.00002511339,0.001909717,0.006098517],"study_design_scores_gemma":[0.000004054228,0.00002657278,0.9981052,0.00002163046,0.00001082482,0.00003297524,0.0005053529,0.0003177257,0.0001080921,0.000007988178,0.0008552969,0.000004345583],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9672577,0.001821246,0.0005034322,0.0007421311,0.00004260272,0.0002087008,0.02358816,0.00009870501,0.005737387],"genre_scores_gemma":[0.9878736,0.0005449619,0.0008709651,0.0003791426,0.00001197638,0.00005882671,0.006998605,0.0000107462,0.003251077],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02771903,"threshold_uncertainty_score":0.2011166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06952223350307667,"score_gpt":0.3780518154268449,"score_spread":0.3085295819237682,"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."}}