{"id":"W2589810788","doi":"10.1134/s0003683817010100","title":"Modeling of anammox process with the biowin software suite","year":2017,"lang":"en","type":"article","venue":"Applied Biochemistry and Microbiology","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Anammox; Bioreactor; Ammonium; Nitrogen; Wastewater; Activated sludge; Chemistry; Process (computing); Pulp and paper industry; Process engineering; Environmental science; Denitrification; Environmental engineering; Computer science; Engineering; Organic chemistry","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":[0.00005490169,0.000103037,0.0001051328,0.000003962949,0.0002288361,0.00001548014,0.0002318823,0.00006923049,0.00004259286],"category_scores_gemma":[0.000002676343,0.00005768269,0.00001780765,0.00001884423,0.0004805921,0.0000236295,0.0001279431,0.00005353977,0.000008130507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008603371,"about_ca_system_score_gemma":0.000006606894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004975046,"about_ca_topic_score_gemma":0.00001805424,"domain_scores_codex":[0.9995372,0.000004144718,0.00007228248,0.0002106315,0.00002525462,0.0001504566],"domain_scores_gemma":[0.9996437,0.000007961839,0.0000634327,0.0002533336,0.000004445806,0.00002715468],"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":[0.00005834262,0.00001975797,0.002806286,0.00001447891,0.00002190471,0.000002471994,0.00009069747,0.00006736832,0.9963205,0.000004629262,0.00004442494,0.0005491293],"study_design_scores_gemma":[0.0003547643,0.00002559064,0.000192259,0.000005724754,0.00002523925,0.00005224569,0.0001221585,0.00004884,0.998856,0.00006792178,0.0001525522,0.0000966886],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989094,0.00004546096,0.00006700592,0.0001256728,0.000007595633,0.00009409984,0.00001396105,0.000009495609,0.0007272867],"genre_scores_gemma":[0.998753,0.000005679377,0.0009485657,0.00003764768,0.00001437794,0.000009438518,0.00002407442,0.000005303063,0.0002019389],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002614027,"threshold_uncertainty_score":0.2352232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006166744699725118,"score_gpt":0.198472733794446,"score_spread":0.1923059890947209,"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."}}