{"id":"W2170450960","doi":"10.1002/ep.670220319","title":"Hydrogen sulfide (H<sub>2</sub>S) removal in synthetic media biofilters","year":2003,"lang":"en","type":"article","venue":"Environmental Progress","topic":"Odor and Emission Control Technologies","field":"Chemical Engineering","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Biorem Technologies (Canada)","funders":"","keywords":"Biofilter; Hydrogen sulfide; Waste management; Environmental science; Filter (signal processing); Pulp and paper industry; Chemistry; Environmental engineering; Environmental chemistry; Sulfur; Engineering; Organic chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001512066,0.0002219217,0.0002243543,0.00009645607,0.00004210212,0.00001495914,0.000230798,0.0001767993,0.0001358674],"category_scores_gemma":[0.000109472,0.0002069905,0.00008509833,0.000116263,0.000197642,0.00009257094,0.00008928442,0.0002724691,0.0002019218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001506184,"about_ca_system_score_gemma":0.000005873213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000166415,"about_ca_topic_score_gemma":9.184978e-7,"domain_scores_codex":[0.9986529,0.00003442245,0.0002697954,0.0003561132,0.0002491594,0.000437619],"domain_scores_gemma":[0.9994373,0.00006991451,0.00004849121,0.0003318193,0.000001291153,0.0001111359],"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":[0.00002188166,0.0001473862,0.00586626,0.00001480449,0.00002072124,0.0001713505,0.00010849,0.0001632865,0.9445845,0.000295539,0.00004830967,0.04855743],"study_design_scores_gemma":[0.0006721941,0.00002198428,0.0006486455,0.0000428592,0.00001232282,0.00005608005,0.0002197401,0.001140103,0.9933541,0.0003209055,0.003223356,0.0002877088],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966174,0.001890382,0.00005052588,0.0001327078,0.0001111652,0.0001727008,0.00001075551,0.0002204162,0.000793892],"genre_scores_gemma":[0.9991132,0.0001181697,0.0005710199,0.00003086235,0.0000259583,0.00004639385,0.00001143432,0.00003991041,0.00004304725],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04876956,"threshold_uncertainty_score":0.844083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007268897649978501,"score_gpt":0.1947350991606341,"score_spread":0.1874662015106556,"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."}}