{"id":"W3027839381","doi":"10.1002/wer.1361","title":"Impact of AnMBR operating conditions on anaerobic digestion of waste activated sludge","year":2020,"lang":"en","type":"article","venue":"Water Environment Research","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; Western University","funders":"","keywords":"Anaerobic digestion; Chemistry; Hydraulic retention time; Pulp and paper industry; Bioreactor; Activated sludge; Biogas; Anaerobic exercise; Methane; Wastewater; Waste management; Environmental science; Environmental engineering; Biology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003671313,0.0001271398,0.0001798742,0.0000909466,0.0001226444,0.00001503634,0.0003115961,0.00008415452,0.005715314],"category_scores_gemma":[0.00007458419,0.00008787771,0.00006893901,0.0002257249,0.0004999679,0.0001933476,0.0003583447,0.0002805683,0.0007522494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002146709,"about_ca_system_score_gemma":0.000008524724,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000169369,"about_ca_topic_score_gemma":0.000001795568,"domain_scores_codex":[0.9981774,0.0001814418,0.0002867011,0.0003316572,0.0006787179,0.0003440987],"domain_scores_gemma":[0.9994186,0.00006574427,0.00005962772,0.0003487669,0.000008215313,0.00009900495],"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":[0.00003913985,0.0001276778,0.01000574,0.00001080975,0.00001635771,0.000002458979,0.0004960544,0.04601623,0.9423472,0.00003416098,0.000548224,0.0003559944],"study_design_scores_gemma":[0.0002711943,0.0009550145,0.04483046,0.00001204478,0.000003465491,6.151446e-7,0.0001555738,0.0008097895,0.9526488,0.00007407423,0.0001502726,0.00008875623],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971619,0.000004241672,0.00004714196,0.0007305431,0.000007610976,0.0003891672,0.00002508316,0.00003083019,0.001603498],"genre_scores_gemma":[0.9993996,0.00003298121,0.000219032,0.00001881446,0.00001130487,0.00003159597,0.00005792087,0.00001426519,0.000214467],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04520644,"threshold_uncertainty_score":0.9951936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06336213452275044,"score_gpt":0.3392088294258724,"score_spread":0.275846694903122,"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."}}