{"id":"W2007427852","doi":"10.2166/wst.2014.164","title":"A modified anaerobic digestion process with chemical sludge pre-treatment and its modelling","year":2014,"lang":"en","type":"article","venue":"Water Science & Technology","topic":"Anaerobic Digestion and Biogas Production","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hydromantis Environmental Software Solutions (Canada)","funders":"","keywords":"Digestate; Activated sludge; Anaerobic digestion; Fraction (chemistry); Chemical oxygen demand; Sewage treatment; Biogas; Chemistry; Waste management; Pulp and paper industry; Wastewater; Sewage sludge; Sewage sludge treatment; Mixed liquor suspended solids; Sludge bulking; Methane; Chromatography; Organic chemistry; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0001114234,0.000124926,0.0001093824,0.0002819799,0.0001072196,0.00003539648,0.0001497578,0.00009405078,0.000001593469],"category_scores_gemma":[0.000006837771,0.00007871311,0.000008498663,0.0004250664,0.0002656624,0.0002394496,0.00002858669,0.00008452529,0.000009557737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007460451,"about_ca_system_score_gemma":0.00001331702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006146721,"about_ca_topic_score_gemma":0.000002347249,"domain_scores_codex":[0.9991802,0.000003678986,0.00009916529,0.0003202315,0.00009984198,0.0002969118],"domain_scores_gemma":[0.9997039,0.000002153386,0.00001416382,0.0001648857,0.00006091037,0.00005393647],"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":[0.00002019607,0.00005302365,0.0002914156,0.00001968635,0.000009021989,0.000001683873,0.0006476695,0.2869848,0.6778787,0.02667059,0.000002431629,0.007420782],"study_design_scores_gemma":[0.0001957736,0.0001570443,0.0000267053,0.00001507892,0.000008441869,0.00003696156,0.00003485482,0.1845727,0.8136835,0.0007714285,0.0003653635,0.0001322357],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9674747,0.00003883322,0.03098559,0.0004875447,0.00006613985,0.0001477119,3.792537e-7,0.0005843029,0.0002147869],"genre_scores_gemma":[0.9988659,0.0000234362,0.0009727605,0.00000930614,0.00002154751,0.0000370356,0.000002788168,0.000009733343,0.00005749119],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1358048,"threshold_uncertainty_score":0.3209828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009038172035218995,"score_gpt":0.2080656915406196,"score_spread":0.1990275195054006,"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."}}