{"id":"W2323955442","doi":"10.1061/40927(243)587","title":"Parallel Bench-Scale Digestion Studies","year":2007,"lang":"en","type":"article","venue":"World Environmental and Water Resources Congress 2007","topic":"Anaerobic Digestion and Biogas Production","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stantec (Canada)","funders":"","keywords":"Volatile suspended solids; Chemical oxygen demand; Ozone; Total suspended solids; Chemistry; Total dissolved solids; Pulp and paper industry; Oxygen; Suspended solids; Anaerobic digestion; Activated sludge; Wastewater; Anaerobic exercise; Sewage treatment; Biochemical oxygen demand; Waste management; Environmental chemistry; Environmental engineering; Environmental science; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001600811,0.0001632172,0.0001335482,0.00009659681,0.0001164139,0.00002563136,0.00005665312,0.00004435638,0.0001918665],"category_scores_gemma":[9.682292e-7,0.0001186449,0.00003202782,0.00003588956,0.0002013702,0.0001236482,0.00005198413,0.0001067253,0.0001372253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005562412,"about_ca_system_score_gemma":2.778355e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006882487,"about_ca_topic_score_gemma":0.00004318855,"domain_scores_codex":[0.9991888,0.00001037825,0.0001870758,0.0001970971,0.0001329526,0.000283643],"domain_scores_gemma":[0.9997653,0.00001155903,0.00001707307,0.0001094157,0.000002979596,0.00009365769],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006414627,0.000650768,0.4971565,0.0002975627,0.0009730586,0.0002717582,0.02306496,0.01831361,0.1737974,0.001709274,0.03295704,0.2501666],"study_design_scores_gemma":[0.0005606373,0.00005880793,0.09105705,0.00003760533,0.00003921281,0.00003389157,0.001024385,0.0001201163,0.04138274,0.0001739002,0.8650821,0.0004295655],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927043,0.002668748,0.0001311438,0.0001813283,0.0005518341,0.0001167889,0.00000433017,0.0001523355,0.003489167],"genre_scores_gemma":[0.9897078,0.000799219,0.0002305001,0.0001009129,0.0001945027,0.000006160438,0.00002759455,0.00001894374,0.008914337],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8321251,"threshold_uncertainty_score":0.4838197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00844653368063025,"score_gpt":0.2006118774349609,"score_spread":0.1921653437543306,"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."}}