{"id":"W3208670288","doi":"10.5864/d2021-015","title":"Wastewater-based epidemiology: current uses and future opportunities as a public health surveillance tool","year":2021,"lang":"en","type":"article","venue":"Environmental Health Review","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":90,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Public health; Environmental health; Pandemic; Epidemiology; Public health surveillance; Business; Coronavirus disease 2019 (COVID-19); Data science; Environmental planning; Risk analysis (engineering); Medicine; Computer science; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.008825066,0.0008405637,0.001948735,0.004766495,0.0003880164,0.003551519,0.001354002,0.002828913,0.002625881],"category_scores_gemma":[0.00726869,0.0005634162,0.001405875,0.003801493,0.002178191,0.003833466,0.001462049,0.002771656,0.001019867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002021608,"about_ca_system_score_gemma":0.005229387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005590556,"about_ca_topic_score_gemma":0.007362939,"domain_scores_codex":[0.9966727,0.001471423,0.0004042225,0.0003626348,0.0009052881,0.0001837304],"domain_scores_gemma":[0.9862522,0.009530623,0.0009511691,0.0002346929,0.002687453,0.0003438855],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005469511,0.0000823915,0.001105867,0.02361112,0.0001602223,0.0001020892,0.0002319634,0.0004041828,0.000647979,0.01348628,0.01853687,0.9415763],"study_design_scores_gemma":[0.00001563958,0.0002318282,0.003061346,0.02440409,0.0002416205,0.0007918634,0.0006719111,0.0002858255,0.0005602518,0.007284389,0.9623821,0.00006903541],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001229175,0.9957786,0.0003827979,0.002600296,0.0002477669,0.000006392664,0.00001731371,0.000007189069,0.0008366702],"genre_scores_gemma":[0.001393456,0.9967896,0.0006182932,0.0007136166,0.0002626323,0.000008493597,0.00001739565,0.000002488037,0.0001940472],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008825066,"threshold_uncertainty_score":0.04667193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2310037543347727,"score_gpt":0.3977541780852587,"score_spread":0.166750423750486,"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."}}