{"id":"W6903032627","doi":"10.1021/acsestwater.1c00349.s001","title":"RNA in Municipal Wastewater Reveals Magnitudes of\\nCOVID-19 Outbreaks across Four Waves Driven by SARS-CoV‑2 Variants\\nof Concern","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":"Wastewater; Population; Normalization (sociology); Sewage treatment; Outbreak; Viral load","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":[0.0003137663,0.0003278433,0.000249005,0.0008358537,0.0004739689,0.0007168077,0.0001844691,0.0003547548,0.001254663],"category_scores_gemma":[0.0004270402,0.0002064719,0.0003676538,0.0009109944,0.0002988902,0.0001549041,0.0003808355,0.0002981664,0.0005238269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008978376,"about_ca_system_score_gemma":0.0009380575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06496521,"about_ca_topic_score_gemma":0.1307454,"domain_scores_codex":[0.9995635,0.0000314586,0.00002797014,0.0001338218,0.0001606338,0.00008250854],"domain_scores_gemma":[0.9997514,0.00002692555,0.00005667496,0.00001803976,0.0001212863,0.00002557127],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006415704,0.0001429737,0.6641464,0.000196946,0.00009864055,0.0002312371,0.0008560299,0.000953097,0.3006048,0.0001871894,0.001824944,0.03011626],"study_design_scores_gemma":[0.000008887275,0.0002793317,0.9440346,0.00002135654,0.00004853308,0.0001676556,0.0009766894,0.002705402,0.04805284,0.00007762579,0.003607168,0.00001988774],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910034,0.0002165213,0.001543027,0.0000579213,0.00001633697,0.00005018507,0.004478286,0.0001423589,0.002491998],"genre_scores_gemma":[0.982362,0.0003277979,0.003256537,0.0001368112,0.000006767096,0.00008957276,0.009993889,0.00003099957,0.003795717],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06496521,"threshold_uncertainty_score":0.1291742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1189285001886453,"score_gpt":0.3547147783115983,"score_spread":0.2357862781229529,"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."}}