{"id":"W4386090598","doi":"10.1021/acs.est.3c04529","title":"Structured Ethical Review for Wastewater-Based Testing in Support of Public Health","year":2023,"lang":"en","type":"article","venue":"Environmental Science & Technology","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Suncor Energy (Canada)","funders":"National Institute of General Medical Sciences; National Institute on Drug Abuse; University of Colorado Boulder; Division of Chemistry; University of Illinois at Urbana-Champaign; University of Alberta; University of Washington; University of Notre Dame; Nanyang Technological University; National Institutes of Health; National Science Foundation","keywords":"Pandemic; Public health; Coronavirus disease 2019 (COVID-19); Medicine; Process management; Psychology; Engineering ethics; Environmental planning; Environmental resource management; Disease; Engineering; Nursing; Infectious disease (medical specialty); Geography; Pathology; Environmental science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001660427,0.00009544282,0.000272184,0.0006860441,0.000114201,0.000004904536,0.0001948501,0.0001350368,0.00003054126],"category_scores_gemma":[0.001546048,0.0000833668,0.00003630882,0.002333443,0.0008951619,0.00004771864,0.0001036868,0.0003288125,0.00001834297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002472494,"about_ca_system_score_gemma":0.0002208815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001105873,"about_ca_topic_score_gemma":0.000006268775,"domain_scores_codex":[0.998522,0.00002556846,0.0003539214,0.0003416293,0.0002901409,0.0004667127],"domain_scores_gemma":[0.9994461,0.00008904867,0.0001357207,0.0002517872,0.00001201374,0.00006531111],"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":[0.000003973966,0.00004990234,0.03304046,0.0002031822,0.000001873595,0.000009477947,0.00003959733,0.00000335301,0.9241784,0.00005947167,0.00008090652,0.04232943],"study_design_scores_gemma":[0.001410923,0.001511605,0.03022063,0.0004960913,0.00001194709,0.0001885827,0.0003326226,0.001820977,0.9490416,0.0005045643,0.01426744,0.0001930133],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9814817,0.0001838068,0.0001405616,0.01726212,0.00006987555,0.000578313,0.000007749684,0.0001912631,0.00008456888],"genre_scores_gemma":[0.9915554,0.00003042772,0.004012542,0.004307872,0.000009095757,0.00005501269,0.000007530044,0.00001036763,0.00001174613],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04213642,"threshold_uncertainty_score":0.3399599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08827536303794344,"score_gpt":0.3520500018524003,"score_spread":0.2637746388144569,"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."}}