{"id":"W1980624937","doi":"10.1007/s10295-003-0026-4","title":"Biofiltration eliminates nuisance chemical odors from industrial air streams","year":2003,"lang":"en","type":"article","venue":"Journal of Industrial Microbiology & Biotechnology","topic":"Odor and Emission Control Technologies","field":"Chemical Engineering","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Biorem Technologies (Canada); University of Guelph","funders":"","keywords":"Biofilter; Nuisance; Odor; Environmental science; Waste management; Air stream; Pulp and paper industry; Environmental engineering; Chemistry; Engineering; Ecology; Biology","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":[0.0002240224,0.0003768507,0.0004330674,0.0004203854,0.0004871341,0.001164125,0.0004233295,0.000330272,0.0006052903],"category_scores_gemma":[0.0003478679,0.0001368377,0.000479464,0.0003113591,0.0002473713,0.0006305865,0.0005028342,0.0004494743,0.0002214242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004581469,"about_ca_system_score_gemma":0.0003298494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002453102,"about_ca_topic_score_gemma":0.005043485,"domain_scores_codex":[0.9996724,0.00002502947,0.00002314234,0.00004938595,0.000175927,0.00005412644],"domain_scores_gemma":[0.9998318,0.00003863129,0.00004751023,0.00001679805,0.00004436789,0.00002090372],"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":[0.0001006332,0.0001172917,0.002482243,0.0002646725,0.00002729469,0.00009308439,0.00004825513,0.0007368186,0.9195135,0.0002399775,0.0002114589,0.0761648],"study_design_scores_gemma":[0.00001181061,0.0003369772,0.007847093,0.00003402587,0.00004108548,0.0003383481,0.00006779901,0.001892181,0.9779851,0.0001305627,0.01129812,0.00001694812],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9441007,0.01401149,0.03648812,0.0003931416,0.00009912742,0.000065127,0.0001465035,0.0005570324,0.004138797],"genre_scores_gemma":[0.9628441,0.01148529,0.02148042,0.000183111,0.00005221639,0.00001981544,0.0003426687,0.0000552648,0.003537053],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002453102,"threshold_uncertainty_score":0.004877627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0262603725353638,"score_gpt":0.2293388618217649,"score_spread":0.203078489286401,"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."}}