{"id":"W2116151768","doi":"10.4137/aswr.s27218","title":"Polyhydroxybutyrate Production from Municipal Wastewater Activated Sludge with Different Carbon Sources","year":2015,"lang":"en","type":"article","venue":"Air Soil and Water Research","topic":"biodegradable polymer synthesis and properties","field":"Materials Science","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Polyhydroxybutyrate; Wastewater; Activated sludge; Phosphorus; Enhanced biological phosphorus removal; Polyphosphate; Pulp and paper industry; Polyhydroxyalkanoates; Sequencing batch reactor; Waste management; Chemistry; Sewage treatment; Activated carbon; Substrate (aquarium); Carbon fibers; Food science; Biology; Biochemistry; Bacteria; Materials science; Adsorption; Phosphate; Organic chemistry; Ecology","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":[0.0002697455,0.0006892676,0.0005477891,0.0003122474,0.0002317967,0.000668755,0.000226691,0.0004698784,0.0004351261],"category_scores_gemma":[0.0002618683,0.0002287037,0.0005405137,0.0006940207,0.0001552593,0.0005289557,0.0003583451,0.0004578503,0.0002376894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003409898,"about_ca_system_score_gemma":0.0004396067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001318633,"about_ca_topic_score_gemma":0.002250994,"domain_scores_codex":[0.9996741,0.00006914113,0.00003966565,0.00005004596,0.0001104514,0.00005654307],"domain_scores_gemma":[0.9998765,0.00002577505,0.00002669763,0.00001280674,0.0000296919,0.00002850713],"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":[0.00005713746,0.00002037369,0.0001713898,0.00006755765,0.00000609854,0.00003261113,0.00000817357,0.0001225696,0.9982653,0.000009577675,0.000004468758,0.001234876],"study_design_scores_gemma":[0.000006638615,0.0001959293,0.00172104,0.00001005342,0.00002108074,0.0000718882,0.00003441424,0.0007045205,0.9966565,0.00002076159,0.0005514286,0.000005793297],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954466,0.001337601,0.002296512,0.00006869513,0.00002416373,0.00003218798,0.0001533065,0.00002340455,0.0006174178],"genre_scores_gemma":[0.9902954,0.001384529,0.006349717,0.000038827,0.00001099556,0.00003837329,0.0005367618,0.00001747471,0.001327958],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001318633,"threshold_uncertainty_score":0.002621889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07329198817364826,"score_gpt":0.2727175852826125,"score_spread":0.1994255971089643,"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."}}