{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008538819,0.0007812748,0.001019125,0.001806051,0.001388679,0.003887827,0.001508601,0.002093194,0.008854885],"category_scores_gemma":[0.01592703,0.000504783,0.0014574,0.001040612,0.0008777798,0.003022353,0.002494194,0.001897741,0.0006772746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002121199,"about_ca_system_score_gemma":0.004992798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008104812,"about_ca_topic_score_gemma":0.01342416,"domain_scores_codex":[0.9960658,0.00220161,0.0002868769,0.0004932409,0.0003836967,0.0005688416],"domain_scores_gemma":[0.9877472,0.009063775,0.0007739585,0.0002854632,0.000963845,0.001165673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.002829614,0.002927206,0.107351,0.0008762108,0.0005769437,0.001378553,0.002272874,0.5898109,0.004266356,0.04029272,0.02257946,0.2248382],"study_design_scores_gemma":[0.0002183937,0.000483301,0.004944789,0.0001438109,0.0001742919,0.0001496918,0.001642839,0.951102,0.001089949,0.03647619,0.003517396,0.00005731123],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3595353,0.0003767519,0.5979683,0.01619577,0.0001434454,0.003450275,0.004723683,0.001976721,0.01562971],"genre_scores_gemma":[0.6618321,0.00015841,0.3323802,0.0007304532,0.00003333205,0.000612922,0.002586335,0.0000893944,0.001576908],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008854885,"threshold_uncertainty_score":0.04515809,"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."}}