{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007630168,0.0001973294,0.0002406157,0.0001131553,0.0002993552,0.0001935581,0.0002453185,0.00009099594,0.00007733038],"category_scores_gemma":[0.00002043287,0.00009123616,0.0000212904,0.00008836816,0.0003839511,0.0002216702,0.000279255,0.0002354887,0.00007658274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003841311,"about_ca_system_score_gemma":0.00003579121,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01928223,"about_ca_topic_score_gemma":0.0005746239,"domain_scores_codex":[0.9976121,0.0004437802,0.0001801153,0.000496624,0.000618394,0.0006490542],"domain_scores_gemma":[0.9991992,0.00003044619,0.00002673825,0.0003915956,0.0001300674,0.0002219768],"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":[0.0006588074,0.00007719472,0.003282342,0.00002458534,0.00002535055,0.000008414509,0.008783605,0.000007176594,0.9852071,0.00000428146,0.0001095787,0.001811588],"study_design_scores_gemma":[0.0003403364,0.0002959304,0.0005204029,0.00005762244,0.000011998,0.000007573718,0.001327125,0.0001634272,0.9958462,0.0002659675,0.0009749466,0.0001885107],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944822,0.001595038,5.010964e-7,0.002979096,0.0001840531,0.0001515895,0.00001010686,0.00005939272,0.0005380166],"genre_scores_gemma":[0.9953759,0.00003995712,0.0000203418,0.00002849468,0.0002142951,0.00006151212,0.00001300519,0.00002700557,0.004219527],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01870761,"threshold_uncertainty_score":0.9872485,"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."}}