{"id":"W7023798340","doi":"","title":"Piloting of a deammonification moving bed biofilm reactor for mainstream industrial wastewater application","year":2017,"lang":"en","type":"dissertation","venue":"Mspace (University of Manitoba)","topic":"Phosphorus and nutrient management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Effluent; Industrial wastewater treatment; Wastewater; Clarifier; Struvite; Process (computing); Sewage treatment; Anammox; Pollution","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":[0.0002378528,0.000166549,0.0002620989,0.00009724045,0.0002472878,0.00001888176,0.0005065908,0.000212299,0.00002396759],"category_scores_gemma":[0.00002957845,0.0002054575,0.0001252974,0.00009695839,0.00008701921,0.0002260969,0.00009881473,0.0001171086,0.00002875684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002147181,"about_ca_system_score_gemma":0.00002109833,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006155798,"about_ca_topic_score_gemma":0.04895451,"domain_scores_codex":[0.998971,0.0000227122,0.0001567502,0.0003671309,0.0002876694,0.0001947289],"domain_scores_gemma":[0.9985681,0.00002982399,0.0008832421,0.0004324196,0.00003219568,0.00005419098],"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":[0.004642342,0.001565967,0.2873509,0.001606428,0.0006991625,0.00001299414,0.003891644,0.0003942265,0.4702393,0.001648387,0.02419611,0.2037526],"study_design_scores_gemma":[0.005699255,0.0008905545,0.6250499,0.0008398925,0.001108456,0.000001270835,0.04066987,0.004217285,0.2248428,0.0008558344,0.09429723,0.001527629],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930201,0.00001425162,0.000201694,0.0001339984,0.000184332,0.0009377085,0.00005075927,0.00002284126,0.005434293],"genre_scores_gemma":[0.9964596,0.00005984704,0.0009683596,0.000002400222,0.00004454704,0.000005175296,0.0006014578,0.00001987363,0.001838727],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3376991,"threshold_uncertainty_score":0.9683996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02050779196164682,"score_gpt":0.2104672198561873,"score_spread":0.1899594278945405,"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."}}