{"id":"W4321496229","doi":"10.51731/cjht.2023.575","title":"Wastewater Surveillance for Communicable Diseases","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Health Technologies","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Wastewater; Population; Environmental health; Epidemiological surveillance; Medicine; Epidemiology; Environmental science; Environmental engineering; Pathology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0005094812,0.00007778302,0.00031356,0.0005526615,0.0002565249,0.00002047082,0.0001798586,0.00007231033,0.00000483309],"category_scores_gemma":[0.001708118,0.00006281704,0.00007732314,0.0004173332,0.0001155918,0.00004811677,0.00001699534,0.0002354039,0.00001106967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000172964,"about_ca_system_score_gemma":0.001081451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001168268,"about_ca_topic_score_gemma":0.001889648,"domain_scores_codex":[0.9990722,0.00002943002,0.0003515833,0.00007848199,0.00008302188,0.0003852827],"domain_scores_gemma":[0.9991828,0.0001695534,0.0001899225,0.0002381518,0.0001539242,0.00006570322],"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":[0.0001487046,0.00005163443,0.1539102,0.001118359,0.0001873074,0.000522755,0.0005271102,0.00003704604,0.007188925,0.000676991,0.08771027,0.7479207],"study_design_scores_gemma":[0.002120931,0.001332153,0.02963884,0.0006274629,0.00002760902,0.0009003022,0.006742142,0.0004078153,0.02884008,0.004756608,0.9243604,0.0002456685],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9361796,0.01858567,0.00009619548,0.04360804,0.000501568,0.0003396776,0.00004166071,0.0004733557,0.0001742157],"genre_scores_gemma":[0.9982777,0.0001175568,0.0005947737,0.00089973,0.00001653433,0.000009239132,0.000003714756,0.00001523512,0.00006553134],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8366501,"threshold_uncertainty_score":0.2561605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07479812435245925,"score_gpt":0.3358515198332107,"score_spread":0.2610533954807515,"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."}}