{"id":"W4388883792","doi":"10.1016/j.ecoleng.2023.107145","title":"Development and testing of a mechanistic model for wetland treatment of neutral and polar organic contaminants in oil sands process-affected water","year":2023,"lang":"en","type":"article","venue":"Ecological Engineering","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"Imperial Oil Resources; Natural Sciences and Engineering Research Council of Canada","keywords":"Wetland; Environmental chemistry; Oil sands; Constructed wetland; Environmental science; Contamination; Surface water; Environmental engineering; Chemistry; Sewage treatment; Ecology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004256472,0.0004711843,0.0006617277,0.0002743403,0.0006632989,0.000809972,0.00150524,0.001317066,0.001665827],"category_scores_gemma":[0.0007387985,0.0002656527,0.0008103938,0.000159728,0.0004385551,0.0008015453,0.0004636573,0.0005664142,0.000189771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001228712,"about_ca_system_score_gemma":0.002423172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02595087,"about_ca_topic_score_gemma":0.01073398,"domain_scores_codex":[0.999869,0.00002474679,0.000008705118,0.00003150833,0.00003569296,0.00003038651],"domain_scores_gemma":[0.9997464,0.000118992,0.00002539831,0.00001834876,0.00007063071,0.00002018852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001280395,0.0003055116,0.00161472,0.0001269945,0.00003892974,0.0001500089,0.00005953027,0.9656382,0.01916537,0.006001956,0.0003356221,0.006435149],"study_design_scores_gemma":[0.00002556958,0.00007685685,0.0002641638,0.000002786709,0.00001318886,0.000011145,0.00001676445,0.9953153,0.003239682,0.0007322938,0.0002946427,0.000007589753],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6983975,0.0002084483,0.278912,0.0009510435,0.0001168215,0.0005546356,0.0007784898,0.0005234419,0.01955768],"genre_scores_gemma":[0.9873409,0.00009812878,0.01017537,0.00003944358,0.000007903144,0.0001770592,0.00009647854,0.00001588763,0.002048882],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02595087,"threshold_uncertainty_score":0.05159968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02005009987734386,"score_gpt":0.2288380357110728,"score_spread":0.2087879358337289,"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."}}