{"id":"W4392434746","doi":"10.30574/wjarr.2024.21.3.0649","title":"Advancing wastewater treatment technologies: The role of chemical engineering simulations in environmental sustainability","year":2024,"lang":"en","type":"article","venue":"World Journal of Advanced Research and Reviews","topic":"Wastewater Treatment and Reuse","field":"Environmental Science","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fields Institute for Research in Mathematical Sciences","funders":"","keywords":"Sustainability; Wastewater; Sewage treatment; Environmental science; Biochemical engineering; Environmental planning; Engineering; Environmental engineering; Ecology; Biology","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":[0.001710541,0.001270798,0.001590213,0.0007134883,0.0008128745,0.003184175,0.001336412,0.003039012,0.002808051],"category_scores_gemma":[0.00517595,0.0006911383,0.001386117,0.001174122,0.001750706,0.003969009,0.002430602,0.002771738,0.0006643134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001792243,"about_ca_system_score_gemma":0.003047652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006513989,"about_ca_topic_score_gemma":0.003745388,"domain_scores_codex":[0.9990461,0.0005098563,0.00006731275,0.00008351514,0.0002300431,0.00006307132],"domain_scores_gemma":[0.9973122,0.001886386,0.0001514363,0.0001474573,0.0003779859,0.0001245793],"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":[0.00003199629,0.00005655374,0.001102574,0.000940064,0.00009002818,0.00009616556,0.0001270323,0.8975491,0.001872435,0.06074029,0.002711331,0.03468241],"study_design_scores_gemma":[0.00005422157,0.00006814432,0.0003457109,0.0004828239,0.0000525507,0.00005154199,0.0002159349,0.7908517,0.002014577,0.138173,0.06762964,0.00006017605],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09086937,0.1017377,0.6815802,0.02711231,0.00226418,0.0003177094,0.00122841,0.001443445,0.09344675],"genre_scores_gemma":[0.6440946,0.1645276,0.1741821,0.002640748,0.0009824233,0.001033561,0.001669336,0.0006089049,0.01026071],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006513989,"threshold_uncertainty_score":0.01300365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01333700298104401,"score_gpt":0.2960766992486891,"score_spread":0.2827396962676451,"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."}}