{"id":"W4379390907","doi":"10.21203/rs.3.rs-2981016/v1","title":"Enhanced detection of viruses for improved water safety","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Viral gastroenteritis research and epidemiology","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada; Research Nova Scotia","keywords":"Norovirus; Rotavirus; Enterovirus; Virology; Virus; Murine norovirus; Virus quantification; Sampling (signal processing); Biology; Microbiology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004073525,0.0004989773,0.0003160531,0.0004317988,0.0002050153,0.0007652664,0.0003369942,0.0005905027,0.001218471],"category_scores_gemma":[0.000454814,0.0001763748,0.0002225292,0.0003228865,0.0003293837,0.0004101242,0.0003652498,0.0004277641,0.0003442751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004622734,"about_ca_system_score_gemma":0.0002728088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001693343,"about_ca_topic_score_gemma":0.002249108,"domain_scores_codex":[0.9995695,0.00007591627,0.00001420614,0.0001045891,0.0001859127,0.00004999579],"domain_scores_gemma":[0.9996783,0.00008624917,0.00005623393,0.00002260034,0.0001378067,0.0000188838],"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":[0.00002527827,0.00001506729,0.001055848,0.00007726187,0.00000517877,0.00001393893,0.000009924703,0.0002249024,0.9939259,0.00005372227,0.0000873615,0.004505663],"study_design_scores_gemma":[0.000004834347,0.0001903217,0.003885102,0.00001130819,0.00001424762,0.00006175477,0.00004228051,0.004969263,0.9882024,0.0001086561,0.002500965,0.000008838007],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9334279,0.002618021,0.05798953,0.0004217665,0.0001552527,0.0001784291,0.0007505286,0.0005359184,0.003922731],"genre_scores_gemma":[0.9591201,0.0008234785,0.03659314,0.0002121154,0.000036461,0.00005065242,0.0003176425,0.00003788066,0.002808554],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001693343,"threshold_uncertainty_score":0.004076183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1444406459680408,"score_gpt":0.4607204510049266,"score_spread":0.3162798050368859,"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."}}