{"id":"W2126952098","doi":"10.1002/bit.20431","title":"Quantifying maintenance requirements from the steady‐state operation of a two‐phase partitioning bioscrubber","year":2005,"lang":"en","type":"article","venue":"Biotechnology and Bioengineering","topic":"Odor and Emission Control Technologies","field":"Chemical Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Ethylbenzene; Biochemical engineering; Bioreactor; Process engineering; Steady state (chemistry); Achromobacter xylosoxidans; Biomass (ecology); Energy requirement; Computer science; Phase (matter); Process (computing); Environmental science; Biological system; Benzene; Chemistry; Mathematics; Engineering","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":[0.0003764875,0.000519315,0.0004045588,0.0003943585,0.0002077884,0.0004438522,0.000421755,0.000385992,0.00042165],"category_scores_gemma":[0.000687547,0.0002335163,0.0001876952,0.0004228173,0.0002187224,0.0004770772,0.00030375,0.0005533015,0.0002032978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003902185,"about_ca_system_score_gemma":0.0002561324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005958564,"about_ca_topic_score_gemma":0.001281802,"domain_scores_codex":[0.9996604,0.00003962201,0.00002196963,0.00007808755,0.0001730858,0.00002691858],"domain_scores_gemma":[0.9996017,0.0001584814,0.0001038529,0.00003793361,0.00007811544,0.00001989968],"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":[0.00005474425,0.00002348697,0.0007284761,0.00003493529,0.000003295137,0.00001152779,0.00001395126,0.0005950039,0.9932711,0.00004087704,0.0000170306,0.005205596],"study_design_scores_gemma":[0.000003803397,0.0001337653,0.003640346,0.00000270194,0.000006837914,0.00003786162,0.00001470239,0.008540541,0.9873138,0.00004350351,0.0002542562,0.000007912037],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9215133,0.0004303809,0.07710169,0.00006064215,0.00001470648,0.00005774705,0.0003377043,0.0002035928,0.0002802597],"genre_scores_gemma":[0.9492458,0.0004582884,0.04843932,0.00003423187,0.000005549394,0.000147514,0.0006985141,0.00005378994,0.0009171945],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005958564,"threshold_uncertainty_score":0.002831221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03607450918455167,"score_gpt":0.2891133162948369,"score_spread":0.2530388071102852,"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."}}