{"id":"W1977541872","doi":"10.1007/s00449-006-0071-2","title":"Benzene vapor treatment using a two-phase partitioning bioscrubber: an improved steady-state protocol to enhance long-term operation","year":2006,"lang":"en","type":"article","venue":"Bioprocess and Biosystems Engineering","topic":"Odor and Emission Control Technologies","field":"Chemical Engineering","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Industrial and production engineering; Biomass (ecology); Chemistry; Steady state (chemistry); Hexadecane; Benzene; Bioreactor; Phase (matter); Substrate (aquarium); Chemical engineering; Process engineering; Chromatography; Organic chemistry; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004628713,0.0007599092,0.0005517643,0.0002693122,0.0004316373,0.0006412065,0.0007080204,0.0005165078,0.00108979],"category_scores_gemma":[0.000402429,0.0003207683,0.000332604,0.0003582942,0.0003646017,0.0006556988,0.0005123888,0.001281467,0.000716316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006070082,"about_ca_system_score_gemma":0.0007750851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001555195,"about_ca_topic_score_gemma":0.004104281,"domain_scores_codex":[0.9994867,0.00007939488,0.00004609876,0.0001406466,0.0001693614,0.00007778873],"domain_scores_gemma":[0.9997421,0.00006379824,0.00004432691,0.00005408805,0.0000681185,0.00002750853],"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":[0.00002249201,0.0000189322,0.00001884371,0.00001276698,0.00000139002,0.000005186598,0.000009274928,0.00002473212,0.9987888,0.00003549887,0.00003107979,0.001031063],"study_design_scores_gemma":[0.000002588282,0.00003150245,0.0001272414,6.473907e-7,0.00000221789,0.000009547011,0.000003297201,0.0003501902,0.9990572,0.00001025713,0.0004008505,0.000004332428],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.6804658,0.001142099,0.3117908,0.0005948761,0.0002114424,0.0006853152,0.0009899522,0.002258132,0.001861678],"genre_scores_gemma":[0.8057807,0.0009989619,0.1791437,0.0003076519,0.00005044548,0.0008062944,0.002056488,0.0005896957,0.01026618],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.001555195,"threshold_uncertainty_score":0.004404187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01648049598106934,"score_gpt":0.3127461401114702,"score_spread":0.2962656441304009,"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."}}