{"id":"W3005710075","doi":"10.1016/j.scitotenv.2020.137124","title":"New solution to build constructed wetland in cold climatic region","year":2020,"lang":"en","type":"article","venue":"The Science of The Total Environment","topic":"Constructed Wetlands for Wastewater Treatment","field":"Environmental Science","cited_by":36,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Wetland; Environmental science; Constructed wetland; Environmental engineering; Wastewater; Pollutant; Hydrology (agriculture); Ecology; Geology; Geotechnical engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002483662,0.0001546412,0.0001590239,0.00003283438,0.0001952033,0.00002672072,0.0007981982,0.00002946163,0.0003960173],"category_scores_gemma":[0.00004225692,0.00008961866,0.00006124798,0.0006282538,0.0009966664,0.0001557593,0.0009903825,0.0001183106,0.0002382203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003852224,"about_ca_system_score_gemma":0.00003663803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004606803,"about_ca_topic_score_gemma":0.00001547294,"domain_scores_codex":[0.9982311,0.0000609556,0.0002868986,0.0003757244,0.0006836284,0.0003617472],"domain_scores_gemma":[0.9991202,0.00002826712,0.0001253066,0.0005145987,0.000002085038,0.0002094911],"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":[0.00008592186,0.00007685785,0.01469731,0.000008577252,0.00001316147,0.000005097598,0.002891243,0.1032411,0.8723213,0.0003180281,0.000840328,0.005501096],"study_design_scores_gemma":[0.002816244,0.0007710379,0.4552865,0.000142314,0.0001236759,0.0001504029,0.00101139,0.02389226,0.5123822,0.001842715,0.0008156051,0.0007656896],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988986,0.00001082436,0.0002747905,0.008940889,0.0001020923,0.0006411906,0.000004005712,0.00001400405,0.001026233],"genre_scores_gemma":[0.9977953,0.000005928953,0.001812535,0.0001033742,0.00001668344,0.00001206599,4.483821e-7,0.000007862024,0.0002457799],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4405892,"threshold_uncertainty_score":0.4336112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01056297230516895,"score_gpt":0.1946228387238409,"score_spread":0.1840598664186719,"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."}}