{"id":"W1969241034","doi":"10.1080/09593332708618751","title":"An Approach to the Measurement of Decay, Active Fraction of Biomass and Extracellular Polymeric Substances: Applied to Hydrogen–Driven Denitrification","year":2006,"lang":"en","type":"article","venue":"Environmental Technology","topic":"Chemical Reactions and Isotopes","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Denitrification; Biomass (ecology); Extracellular polymeric substance; Chemistry; Fraction (chemistry); Environmental chemistry; Hydrogen; Environmental science; Waste management; Chemical engineering; Environmental engineering; Nitrogen; Ecology; Chromatography; Biofilm; Engineering; Organic chemistry; Biology; Bacteria","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":[0.0009730175,0.001121314,0.001384866,0.0007337005,0.0004315186,0.0005155556,0.001209856,0.001330146,0.000275187],"category_scores_gemma":[0.0008312921,0.0007190093,0.0007127872,0.0007076858,0.0006616234,0.0005971822,0.001006632,0.002021079,0.0002716584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000922981,"about_ca_system_score_gemma":0.001178902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002871415,"about_ca_topic_score_gemma":0.003849499,"domain_scores_codex":[0.9991688,0.0001422922,0.00004088787,0.0002601174,0.0003364537,0.00005151678],"domain_scores_gemma":[0.9995727,0.0001422493,0.00005637162,0.00005595577,0.0001436313,0.00002915037],"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":[0.00002906321,0.00002725702,0.0003855611,0.0001031967,0.00001666394,0.00002570042,0.00002731314,0.0007176054,0.9866667,0.0004226094,0.00003070984,0.01154764],"study_design_scores_gemma":[0.00001474171,0.0003061499,0.002417291,0.00001350959,0.00004207127,0.0003414653,0.00003592689,0.03234636,0.9604475,0.0007856504,0.003194484,0.00005489776],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05417667,0.0012301,0.943316,0.00007752706,0.00006017872,0.0001905786,0.0001792651,0.000336174,0.0004335162],"genre_scores_gemma":[0.3028209,0.003617111,0.6892442,0.000123272,0.00002949554,0.0008901337,0.0003321778,0.00007475083,0.002867931],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002871415,"threshold_uncertainty_score":0.006696701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03877641576127784,"score_gpt":0.3111456376615654,"score_spread":0.2723692219002876,"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."}}