{"id":"W4317629042","doi":"10.3389/fenvs.2023.1090267","title":"Estimated discharge of microplastics via urban stormwater during individual rain events","year":2023,"lang":"en","type":"article","venue":"Frontiers in Environmental Science","topic":"Microplastics and Plastic Pollution","field":"Environmental Science","cited_by":72,"is_retracted":false,"has_abstract":true,"ca_institutions":"MacEwan University","funders":"Natural Sciences and Engineering Research Council of Canada; MacEwan University","keywords":"Microplastics; Baseflow; Environmental science; Surface runoff; Stormwater; Urban runoff; Hydrology (agriculture); Pollutant; Drainage basin; Environmental chemistry; Ecology; Geography; Biology; Chemistry; Streamflow","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":[],"consensus_categories":[],"category_scores_codex":[0.000550649,0.0002003915,0.0002013234,0.0002500646,0.0002373389,0.00001945248,0.0005649055,0.00007348334,0.0005372796],"category_scores_gemma":[0.00005195388,0.0001891246,0.00004447643,0.0008959608,0.001077258,0.0003390806,0.0006120187,0.0001598082,0.0003965932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004776322,"about_ca_system_score_gemma":0.00001656982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005122025,"about_ca_topic_score_gemma":0.000009179392,"domain_scores_codex":[0.9976661,0.00003999488,0.0003509038,0.0005043109,0.0007614632,0.0006772904],"domain_scores_gemma":[0.9994234,0.000028718,0.0001289891,0.0002423242,0.000001547394,0.000174991],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002239556,0.00008417763,0.569284,0.000006879518,0.000005138248,0.000008872453,0.0005283037,0.00390208,0.4241751,0.00000305944,0.001065066,0.0009149912],"study_design_scores_gemma":[0.0004997565,0.00005021293,0.9429595,0.00002593128,0.00001131926,0.000008647019,0.0001499227,0.01693223,0.03866846,0.0001385652,0.0003158381,0.0002395795],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949375,0.0000230651,0.003696073,0.00001670651,0.0007636223,0.0002033882,0.0001431538,0.0000316941,0.0001848375],"genre_scores_gemma":[0.99541,0.00003734392,0.004132086,0.00001652077,0.00001861735,0.000009487267,0.00003530013,0.00001674376,0.0003238536],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3855066,"threshold_uncertainty_score":0.7712276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006655751346962094,"score_gpt":0.1956009075030044,"score_spread":0.1889451561560423,"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."}}