{"id":"W2126610385","doi":"10.1002/ep.670220215","title":"Biofiltration of concentrated mixtures of hydrogen sulfide and methanol","year":2003,"lang":"en","type":"article","venue":"Environmental Progress","topic":"Odor and Emission Control Technologies","field":"Chemical Engineering","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Biofilter; Methanol; Chemistry; Hydrogen sulfide; Sulfur; Dimethyl sulfide; Sulfide; Hydrogen; Environmental chemistry; Pulp and paper industry; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005867175,0.00008385041,0.000144106,0.00002475509,0.00001425185,0.000002587571,0.00006324786,0.00008236367,0.00009577032],"category_scores_gemma":[0.00003561803,0.00007159809,0.0000300287,0.00004389714,0.0001887242,0.00004471279,0.00002214745,0.000062069,0.000001628378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000122403,"about_ca_system_score_gemma":0.000002966682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002225773,"about_ca_topic_score_gemma":6.802631e-8,"domain_scores_codex":[0.9994782,0.00001652292,0.0001758156,0.0001154906,0.0001051986,0.0001087998],"domain_scores_gemma":[0.9997541,0.00002863281,0.00006903518,0.0001135657,0.000002516609,0.00003214275],"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":[0.00001226926,0.00005089706,0.01100479,0.00002336381,0.00002693033,0.000001173307,0.0000482889,0.00003416384,0.982771,0.0005793988,0.000008569269,0.005439122],"study_design_scores_gemma":[0.0003718745,0.00004273657,0.0006065879,0.00001553388,0.00001570412,0.000003255706,0.0001095447,0.0006231114,0.9976267,0.0001652561,0.0003487247,0.00007102868],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957059,0.003583564,0.0001673388,0.00002548586,0.00001908311,0.0001131989,0.00001413845,0.00004050421,0.0003307971],"genre_scores_gemma":[0.9989224,0.00008440016,0.0009167896,0.000004328808,0.00000428153,0.000007514031,0.000006964394,0.000008448343,0.00004486714],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01485561,"threshold_uncertainty_score":0.2919685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007688494259533998,"score_gpt":0.214315351120876,"score_spread":0.206626856861342,"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."}}