{"id":"W4313278733","doi":"10.1002/jmv.28442","title":"Surveillance for SARS‐CoV‐2 and its variants in wastewater of tertiary care hospitals correlates with increasing case burden and outbreaks","year":2022,"lang":"en","type":"article","venue":"Journal of Medical Virology","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Bio-Systems (Canada); University of Alberta; Alberta Health; Calgary Laboratory Services; Women and Children’s Health Research Institute; Provincial Laboratory of Public Health; University of Calgary; Athabasca University; Alberta Health Services","funders":"Canadian Institutes of Health Research; Alberta Health","keywords":"Outbreak; Virology; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Coronavirus disease 2019 (COVID-19); Tertiary care; 2019-20 coronavirus outbreak; Medicine; Biology; Emergency medicine; Infectious disease (medical specialty); Internal medicine; Disease","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001171036,0.00009469668,0.000414107,0.000177215,0.00006180927,0.000005114696,0.00005978902,0.0001112604,0.00002158016],"category_scores_gemma":[0.00111153,0.00006818199,0.00003421543,0.00008477666,0.00009562504,0.00004474583,0.00008057567,0.000464166,1.49975e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003249693,"about_ca_system_score_gemma":0.0001041889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001441055,"about_ca_topic_score_gemma":0.00005875733,"domain_scores_codex":[0.9987591,0.0001995672,0.0004405712,0.0001336324,0.0002992923,0.000167842],"domain_scores_gemma":[0.9989544,0.0005566607,0.0002501378,0.00006236683,0.00009227379,0.00008421292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"case_report","study_design_scores_codex":[0.004277078,0.0001581468,0.6532781,0.0004818987,0.0002908524,0.02386418,0.005634369,0.00002138224,0.2894301,0.00003008966,0.00009893288,0.02243493],"study_design_scores_gemma":[0.03312384,0.01131409,0.3053709,0.0008982311,0.0003965315,0.5802775,0.0087985,0.01373584,0.04384399,0.0002233704,0.001569093,0.0004481487],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949145,0.002046977,0.00003962076,0.002641211,0.0001645309,0.0001591386,0.00000694378,0.000005490278,0.00002155148],"genre_scores_gemma":[0.998846,0.00003443859,0.0002332155,0.0007352587,0.0001285079,0.000005487309,0.000001232117,0.0000132108,0.00000265704],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5564134,"threshold_uncertainty_score":0.2780381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01452018331750964,"score_gpt":0.2840069795408031,"score_spread":0.2694867962232935,"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."}}