{"id":"W4308695131","doi":"10.3390/app122211403","title":"Water Quality Modelling, Monitoring, and Mitigation","year":2022,"lang":"en","type":"article","venue":"Applied Sciences","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"National Natural Science Foundation of China","keywords":"Water quality; Environmental planning; Environmental resource management; Resource (disambiguation); Quality (philosophy); Environmental science; Business; Computer science; Ecology","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":[0.001487706,0.0007469676,0.0007590862,0.0009264399,0.0004057838,0.00215571,0.001062641,0.001405381,0.002225358],"category_scores_gemma":[0.002350905,0.0002800048,0.0005993739,0.001854151,0.000909399,0.002647124,0.001439136,0.001051292,0.0008831397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001487785,"about_ca_system_score_gemma":0.001938164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006455799,"about_ca_topic_score_gemma":0.004317592,"domain_scores_codex":[0.9989543,0.0002867684,0.00006119473,0.0002360479,0.0004027271,0.00005886453],"domain_scores_gemma":[0.999447,0.0001899446,0.00008404211,0.000100276,0.0001475054,0.00003122616],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000833462,0.0001484856,0.006398614,0.001500507,0.0001417444,0.0001139138,0.0001639699,0.2985812,0.007320994,0.1217417,0.04287696,0.5209286],"study_design_scores_gemma":[0.00001585223,0.0001044654,0.003116729,0.0003947626,0.00008096509,0.000105356,0.0001864408,0.5007123,0.006740348,0.2564519,0.2320178,0.00007305935],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.02249719,0.05416599,0.8425049,0.01994152,0.001978227,0.0003189475,0.00255683,0.002188537,0.05384785],"genre_scores_gemma":[0.6458712,0.1358784,0.1868993,0.002020715,0.002880066,0.0005813738,0.004115629,0.0004606523,0.02129254],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.006455799,"threshold_uncertainty_score":0.01283646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05546343623364892,"score_gpt":0.3001987046222681,"score_spread":0.2447352683886192,"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."}}