{"id":"W4210515177","doi":"10.1021/acsomega.1c06691","title":"Optimizing Bleaching Operating Conditions Based on Mathematical Programming to Reduce AOX Emissions","year":2022,"lang":"en","type":"article","venue":"ACS Omega","topic":"Lignin and Wood Chemistry","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"JDSU (Canada); University of British Columbia; Tri Y Environmental Research Institute (Canada)","funders":"Natural Science Foundation of Guangxi Province","keywords":"Pulp (tooth); Bleach; Chlorine; Chlorine dioxide; Pulp and paper industry; Halogen; Chemistry; Wastewater; Environmental science; Process engineering; Environmental engineering; Engineering; Organic chemistry","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":[0.0006089084,0.0009769878,0.0006201004,0.0003940925,0.000336201,0.000985526,0.0004184814,0.0005192938,0.00145118],"category_scores_gemma":[0.0008242775,0.0003343943,0.0008319974,0.0004052474,0.000291349,0.0007043499,0.0003515976,0.0008209351,0.000266409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004252756,"about_ca_system_score_gemma":0.000979773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002194138,"about_ca_topic_score_gemma":0.00282738,"domain_scores_codex":[0.999769,0.00003747664,0.00001519619,0.00005818567,0.00007081908,0.00004929783],"domain_scores_gemma":[0.9998374,0.00008043109,0.00003105298,0.00001122635,0.00003460622,0.000005275264],"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":[0.0002759898,0.0003391215,0.002689343,0.000615946,0.00006396166,0.0001265599,0.00008806839,0.8326072,0.1173399,0.002082241,0.0006975359,0.04307412],"study_design_scores_gemma":[0.00004736466,0.0004125905,0.002758153,0.0000304118,0.00009643803,0.00003736223,0.00009728008,0.8876989,0.105951,0.001297676,0.001531174,0.00004165599],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5926754,0.0009877041,0.3881447,0.0003708717,0.00009105181,0.0002166878,0.0002960562,0.0007118485,0.01650569],"genre_scores_gemma":[0.9354454,0.0003942798,0.06186858,0.0000571036,0.000005664298,0.0002243742,0.0001611256,0.0001030083,0.001740354],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002194138,"threshold_uncertainty_score":0.004854739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01443884171261855,"score_gpt":0.2607089128513465,"score_spread":0.246270071138728,"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."}}