{"id":"W4412156752","doi":"10.1080/03007995.2025.2529991","title":"Why wastewater-based epidemiology must tackle noncommunicable diseases","year":2025,"lang":"en","type":"article","venue":"Current Medical Research and Opinion","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Scope (computer science); Global health; Health care; Epidemiological transition; Epidemiology; Developing country; Healthcare system; Disease; Disease burden; Environmental health; Economic growth; Risk analysis (engineering); Public health; Computer science; Pathology; Economics","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":[0.03593175,0.001092373,0.001896112,0.001940583,0.001977617,0.01269259,0.002547891,0.01657242,0.01178362],"category_scores_gemma":[0.08178589,0.0007240364,0.001534147,0.001402485,0.014111,0.02288347,0.006849131,0.0181241,0.006258279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005848073,"about_ca_system_score_gemma":0.01887015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009139462,"about_ca_topic_score_gemma":0.009153279,"domain_scores_codex":[0.9808792,0.009792626,0.001322682,0.001981991,0.004591272,0.001432193],"domain_scores_gemma":[0.9288757,0.03730949,0.004177468,0.003379851,0.02004242,0.006215081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002312747,0.0003785804,0.01178786,0.004578345,0.000370328,0.0005124701,0.002264736,0.001692633,0.001973302,0.1595883,0.5305759,0.2860461],"study_design_scores_gemma":[0.0001340318,0.000252652,0.005455613,0.004796102,0.0001400786,0.000713959,0.006608109,0.001159351,0.001039885,0.3049592,0.6746025,0.0001385335],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000890784,0.02902989,0.005355567,0.9548724,0.005759227,0.00003258952,0.00009558635,0.0001007124,0.003863112],"genre_scores_gemma":[0.09069099,0.1257033,0.0332608,0.7126722,0.02818826,0.0002880105,0.000347454,0.0003244402,0.008524478],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03593175,"threshold_uncertainty_score":0.1900275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2278509974134894,"score_gpt":0.50564488386113,"score_spread":0.2777938864476407,"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."}}