{"id":"W6903195685","doi":"10.1021/acsestwater.2c00143.s001","title":"Wastewater-Based\\nSurveillance Is an Effective Tool\\nfor Trending COVID-19 Prevalence in Communities: A Study of 10 Major\\nCommunities for 17 Months in Alberta","year":2022,"lang":"en","type":"article","venue":"Figshare","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Population; RNA; Sanitary sewer; Disease; Estimation","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":[0.0008769446,0.0003278602,0.0002860964,0.0009384888,0.001399978,0.00100756,0.0007412339,0.000470314,0.0005238274],"category_scores_gemma":[0.001435936,0.0003559228,0.0003300105,0.001425908,0.0007480201,0.0003804718,0.0006423141,0.0003675848,0.0001115457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006705517,"about_ca_system_score_gemma":0.004630635,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8954749,"about_ca_topic_score_gemma":0.9419945,"domain_scores_codex":[0.9991617,0.0001854033,0.00003300464,0.0001183963,0.0002701407,0.0002313196],"domain_scores_gemma":[0.9990882,0.0001031916,0.0001735594,0.00004293714,0.0003384174,0.0002538073],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001270229,0.00007503601,0.9934508,0.00001240076,0.00002942892,0.000170638,0.001615066,0.00009247102,0.0006695892,0.0000159973,0.0001079049,0.003633685],"study_design_scores_gemma":[0.000004360979,0.00008974381,0.9975393,0.000004391215,0.00001112007,0.00005117858,0.001879016,0.000226201,0.00005599595,0.000005951993,0.0001281613,0.000004562989],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995779,0.00004703509,0.00005767495,0.00002428559,0.000001410245,0.00001141545,0.00007130802,0.000002395556,0.0002066643],"genre_scores_gemma":[0.9992273,0.00007835099,0.0001545663,0.00002642101,0.000002389072,0.00000738233,0.0001541882,0.000001976365,0.0003474156],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1045251,"threshold_uncertainty_score":0.2102814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1062416283684872,"score_gpt":0.3524510520218881,"score_spread":0.2462094236534008,"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."}}