{"id":"W4386797755","doi":"10.1016/j.scitotenv.2023.167128","title":"To sample or not to sample: A governance-focused decision tree for wastewater service providers considering participation in wastewater-based epidemiology (WBE) in support of public health programs","year":2023,"lang":"en","type":"article","venue":"The Science of The Total Environment","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"LuminUltra Technologies (Canada); Suncor Energy (Canada)","funders":"","keywords":"Business; Wastewater; Sustainability; Service provider; Public health; Sample (material); Government (linguistics); Equity (law); Environmental economics; Service (business); Marketing; Engineering; Waste management; Economics; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0039738,0.0001234137,0.0003330347,0.0001624155,0.000100115,0.00001128788,0.0002608606,0.00003335096,0.00001922923],"category_scores_gemma":[0.004244305,0.00007016401,0.00005700261,0.001009311,0.0002161952,0.00009133574,0.0002164739,0.00008989199,0.00001139198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003397207,"about_ca_system_score_gemma":0.0002420611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001494021,"about_ca_topic_score_gemma":0.0006415393,"domain_scores_codex":[0.9979029,0.0001341072,0.0006376276,0.0003458003,0.0004169654,0.0005625857],"domain_scores_gemma":[0.9980665,0.001108778,0.000234415,0.000453158,0.00002484276,0.0001123206],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002719911,0.0006481431,0.01133083,0.0003175511,0.00002123054,0.00000300721,0.01086211,0.1208125,0.7393687,0.00008069401,0.0000785327,0.1137568],"study_design_scores_gemma":[0.004171363,0.004456245,0.2177863,0.0005260487,0.00002625273,0.00001417731,0.001430922,0.06903603,0.7009863,0.0005702316,0.0007097133,0.0002863766],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9741371,0.000002792914,0.0007722132,0.02318653,0.00009553894,0.001764802,0.00001754501,0.00001948868,0.00000405119],"genre_scores_gemma":[0.9874948,0.000001198738,0.01083368,0.001399994,0.00001159652,0.0002256504,0.000002861927,0.00001263192,0.00001763355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2064555,"threshold_uncertainty_score":0.5081136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1783668982702515,"score_gpt":0.3662767350141887,"score_spread":0.1879098367439372,"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."}}