{"id":"W7014369774","doi":"","title":"Optimization and Application of Wastewater Surveillance for the Detection of Respiratory Syncytial Virus Across an Active International Land Border","year":2025,"lang":"en","type":"dissertation","venue":"Scholarship at UWindsor (University of Windsor)","topic":"Respiratory viral infections research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nucleofection; Fusible alloy; Proteogenomics; Hyporeflexia; Liquation; TSG101","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001406374,0.0005114063,0.0005472366,0.0009163268,0.0004959003,0.001726918,0.0004828891,0.0004846051,0.0003416518],"category_scores_gemma":[0.002049013,0.0002237199,0.0004552655,0.001047101,0.0002748247,0.0006318089,0.0007539073,0.000276824,0.0001373583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001251951,"about_ca_system_score_gemma":0.001609369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02056027,"about_ca_topic_score_gemma":0.02784817,"domain_scores_codex":[0.9988766,0.0004128134,0.00006929911,0.0002731786,0.0002544496,0.000113633],"domain_scores_gemma":[0.9993564,0.0001474424,0.0001524415,0.00005290414,0.0002349165,0.00005573225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005631689,0.00094088,0.5045882,0.000262086,0.0001216042,0.0002922972,0.0005537202,0.04660251,0.2655112,0.0005558265,0.0005963243,0.1794121],"study_design_scores_gemma":[0.00007058977,0.003623435,0.5428751,0.00007559085,0.0001726473,0.0002511751,0.004703625,0.3168882,0.1255862,0.0008392786,0.004831207,0.0000830386],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9785493,0.0002399535,0.01903954,0.0001296242,0.000012145,0.0001772941,0.0002289148,0.0001002129,0.001522987],"genre_scores_gemma":[0.9763854,0.0001801862,0.02281598,0.00002660711,0.000003927458,0.0000691801,0.0002298894,0.000007195778,0.0002817257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02056027,"threshold_uncertainty_score":0.04088116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02474033355490649,"score_gpt":0.3435541153065697,"score_spread":0.3188137817516632,"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."}}