{"id":"W2005961143","doi":"10.2118/94420-stu","title":"Bioreactors for Natural Gas Desulfurization","year":2005,"lang":"en","type":"article","venue":"SPE/EPA/DOE Exploration and Production Environmental Conference","topic":"Odor and Emission Control Technologies","field":"Chemical Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Flue-gas desulfurization; Bioreactor; Hydrogen sulfide; Natural gas; Sour gas; Waste management; Acid gas; Chemistry; Environmental science; Pulp and paper industry; Sulfur; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009820963,0.0001709275,0.00013613,0.00007516418,0.0001389936,0.00004542507,0.00008308223,0.0001002395,0.0002820426],"category_scores_gemma":[0.0001276156,0.0001564166,0.00004102715,0.00007243094,0.00008878737,0.0007059202,0.00003591522,0.000140914,0.00006450756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007555225,"about_ca_system_score_gemma":0.000008461521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002680058,"about_ca_topic_score_gemma":0.000004832522,"domain_scores_codex":[0.9990656,0.00001504254,0.0002288394,0.0003612707,0.0001451654,0.0001841073],"domain_scores_gemma":[0.9996396,0.00001903636,0.00008052798,0.000180374,0.0000190804,0.00006140261],"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":[0.00005546763,0.00004524226,0.0001610169,0.00001178206,0.00001173235,1.705735e-7,0.000294712,0.0005340484,0.7004778,0.001617762,0.0002136387,0.2965766],"study_design_scores_gemma":[0.0009817113,0.0001221026,0.0006884033,0.00003778569,0.0000389608,0.0000120037,0.001216599,0.05945422,0.8543503,0.004038299,0.0785284,0.0005312421],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8100646,0.001114013,0.1414122,0.04155735,0.001908815,0.001734588,0.00007473081,0.0007718612,0.001361813],"genre_scores_gemma":[0.9941077,0.000728234,0.002678156,0.00004706281,0.0003541744,0.00007191108,0.0001656807,0.00001811011,0.001828957],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2960453,"threshold_uncertainty_score":0.6378486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02529566152424435,"score_gpt":0.2301828810112036,"score_spread":0.2048872194869592,"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."}}