{"id":"W3008538714","doi":"10.3390/molecules25040929","title":"The Influence of COD Fraction Forms and Molecules Size on Hydrolysis Process Developed by Comparative OUR Studies in Activated Sludge Modelling","year":2020,"lang":"en","type":"article","venue":"Molecules","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Activated sludge; Fraction (chemistry); Flocculation; Chemical oxygen demand; Hydrolysis; Wastewater; Activated sludge model; Chemistry; Process engineering; Environmental science; Pulp and paper industry; Chromatography; Environmental engineering; Organic chemistry; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006599379,0.0001491785,0.0002001599,0.00001483872,0.0001238451,0.0000188257,0.0001155723,0.00003415002,0.000001831541],"category_scores_gemma":[0.00003291107,0.00009486007,0.00002467707,0.0002249747,0.0001080902,0.0001557081,0.00006731773,0.00008795527,0.00001240159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000529008,"about_ca_system_score_gemma":0.000006606588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005621802,"about_ca_topic_score_gemma":0.00001794898,"domain_scores_codex":[0.999148,0.0000496089,0.0001911034,0.000237876,0.0002089949,0.000164407],"domain_scores_gemma":[0.9996822,0.00007922316,0.0001013128,0.00007605185,0.00001502273,0.00004615753],"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":[0.0004228287,0.0001135714,0.004645309,0.00002838313,0.0001436627,0.00001305191,0.006616095,0.1997282,0.7877727,0.0000172738,0.0001077817,0.000391091],"study_design_scores_gemma":[0.0006240818,0.0001951048,0.00420089,0.00003947329,0.00002958773,0.000001769776,0.00413317,0.01789116,0.9721252,0.0005063264,0.00006402058,0.0001892433],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989038,0.0001722176,0.0001261608,0.0004722852,0.000005255772,0.0002077836,0.000005771336,0.00001552447,0.00009124166],"genre_scores_gemma":[0.9989669,0.0001047033,0.0007615511,0.0001031151,0.000002926633,0.00002652999,0.000004142222,0.000008055849,0.00002202832],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1843525,"threshold_uncertainty_score":0.3868282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03972619352793108,"score_gpt":0.2855751710042556,"score_spread":0.2458489774763245,"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."}}