{"id":"W4220978161","doi":"10.1088/1748-9326/ac5c0e","title":"Traffic-related sources may dominate urban water contamination for many organic contaminants","year":2022,"lang":"en","type":"article","venue":"Environmental Research Letters","topic":"Toxic Organic Pollutants Impact","field":"Environmental Science","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital; University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Contamination; STREAMS; Environmental science; Surface runoff; Urban runoff; Pollution; Pollutant; Environmental chemistry; Nonpoint source pollution; Sewage; Wastewater; Source tracking; Environmental engineering; Stormwater; Chemistry; Ecology","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002354115,0.0003027653,0.0002651145,0.0001853331,0.001309634,0.00007678721,0.0008483295,0.0000856698,0.0342196],"category_scores_gemma":[0.00007520791,0.0002667732,0.0001326881,0.0002707078,0.0007887462,0.0003632242,0.001006534,0.0006997783,0.001938659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002782441,"about_ca_system_score_gemma":0.00001468506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002967156,"about_ca_topic_score_gemma":0.00001360131,"domain_scores_codex":[0.9950852,0.0006242993,0.0004282356,0.0007861559,0.001652778,0.001423321],"domain_scores_gemma":[0.9988592,0.0002559222,0.00009530407,0.0005013264,0.000001043483,0.0002871876],"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":[0.0001708949,0.0003094636,0.005677707,0.000004860653,0.00005221106,0.00008156086,0.004134898,0.0002788405,0.9551333,0.000006066587,0.007461178,0.02668905],"study_design_scores_gemma":[0.008466373,0.002018732,0.3599561,0.00002070357,0.00008999538,0.0002515875,0.006950443,0.003786267,0.4547217,0.0001871589,0.1619314,0.001619553],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933947,0.00006678601,0.0001052474,0.004279618,0.0002528123,0.001297123,0.0002276091,0.00007086807,0.000305192],"genre_scores_gemma":[0.9906675,0.00001508327,0.00007466244,0.0008000018,0.00005756468,0.000202024,0.00005704497,0.0001002002,0.008025883],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5004116,"threshold_uncertainty_score":0.9999905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01422485318036412,"score_gpt":0.2580763790118455,"score_spread":0.2438515258314814,"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."}}