{"id":"W2087939377","doi":"10.1111/j.1747-6593.2003.tb00456.x","title":"ANOMALOUS RESPONSE IN THE HALIFAX PROCESS","year":2003,"lang":"en","type":"article","venue":"Water and Environment Journal","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Process (computing); Effluent; Activated sludge; Process dynamics; Environmental science; Process engineering; Process analysis; Waste management; Engineering; Computer science; Environmental engineering; Sewage treatment","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003146638,0.0002672399,0.0003849438,0.0003461955,0.0004256964,0.0008220134,0.0002315098,0.0005800605,0.0009847076],"category_scores_gemma":[0.0008992232,0.00007525237,0.0001282214,0.0003804104,0.0003573069,0.0003220675,0.0004454216,0.0003695484,0.0002097363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001147533,"about_ca_system_score_gemma":0.0002763207,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01666382,"about_ca_topic_score_gemma":0.004391286,"domain_scores_codex":[0.9997085,0.0000467332,0.00001003282,0.00005892213,0.0001012466,0.00007450671],"domain_scores_gemma":[0.9995915,0.0001215435,0.00004784889,0.00001903145,0.0001811292,0.00003891312],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.004511151,0.0002707514,0.03346334,0.0003025008,0.00007212381,0.003740186,0.0008638056,0.06509532,0.8542174,0.003154314,0.005015555,0.02929366],"study_design_scores_gemma":[0.0002004564,0.001332565,0.0647864,0.00002356234,0.00004242876,0.0008564995,0.001130209,0.2818241,0.6395363,0.003327213,0.006816868,0.000123362],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947851,0.0002057318,0.001455979,0.0004517491,0.00002494242,0.000009167145,0.0001033535,0.000225481,0.002738595],"genre_scores_gemma":[0.9994164,0.00005031652,0.00009190893,0.00003566435,0.000003320048,0.000002096312,0.00003271412,0.000004127413,0.0003634979],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9833362,"threshold_uncertainty_score":0.03313363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009172352286526722,"score_gpt":0.2031460936971111,"score_spread":0.1939737414105844,"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."}}