{"id":"W2158577229","doi":"","title":"Removal of hydrogen sulfide from gas streams using biological processes - a review.","year":2006,"lang":"en","type":"article","venue":"Canadian Biosystems Engineering","topic":"Odor and Emission Control Technologies","field":"Chemical Engineering","cited_by":308,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hydrogen sulfide; Biogas; Biofilter; Sulfur; Anaerobic digestion; Waste management; Sulfide; Environmental chemistry; Chemistry; Biomass (ecology); Environmental science; Wastewater; Pulp and paper industry; Methane; Environmental engineering; Ecology; Organic chemistry; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001145106,0.0002454859,0.000478877,0.0001875294,0.00003818311,0.00001474603,0.0002988753,0.0002314226,0.00004893341],"category_scores_gemma":[0.0004937188,0.0002203808,0.00009826951,0.0004522127,0.00002572697,0.00006897382,0.00003300802,0.0001698341,0.00000888773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002183592,"about_ca_system_score_gemma":0.0001346881,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06535477,"about_ca_topic_score_gemma":0.003190382,"domain_scores_codex":[0.9986129,0.00001018114,0.0004852416,0.0002863566,0.0001430823,0.0004622226],"domain_scores_gemma":[0.9992075,0.00008734327,0.00008984884,0.0003261372,0.00007880142,0.0002103711],"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":[0.000004051457,0.00001299539,0.0009507344,0.001511817,0.00006529055,0.0002363187,0.00001626256,0.009777905,0.9849544,0.0006382863,0.0005392994,0.001292648],"study_design_scores_gemma":[0.0009608378,0.00005992535,0.0001963083,0.01121346,0.0001597741,0.0005266498,0.0001324946,0.1659959,0.7059014,0.0001933632,0.113063,0.001596781],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9542537,0.04256612,0.001149688,0.0001461057,0.0001836379,0.0002866348,0.0002175645,0.0004416527,0.0007548752],"genre_scores_gemma":[0.9979634,0.0002859839,0.001369822,0.00002478366,0.0002054494,0.0000131047,0.00005178397,0.00003738431,0.00004822962],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.279053,"threshold_uncertainty_score":0.9408691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01647848715131347,"score_gpt":0.208563667260376,"score_spread":0.1920851801090625,"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."}}