{"id":"W1935309927","doi":"10.1139/s07-013","title":"Full-scale demonstration of an ultrasonic disintegration technology in enhancing anaerobic digestion of mixed primary and thickened secondary sewage sludge","year":2007,"lang":"en","type":"article","venue":"Journal of Environmental Engineering and Science","topic":"Anaerobic Digestion and Biogas Production","field":"Engineering","cited_by":80,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"U.S. Environmental Protection Agency","keywords":"Biogas; Anaerobic digestion; Sewage sludge; Biogas production; Environmental science; Sewage treatment; Waste management; Pulp and paper industry; Activated sludge; Sewage sludge treatment; Environmental engineering; Chemistry; Methane; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006923035,0.00007747189,0.0001351187,0.0003632137,0.00002753162,0.000009251677,0.0000617777,0.00006077262,0.000002309353],"category_scores_gemma":[0.00002013615,0.00007250513,0.00001577993,0.0002314389,0.0001764938,0.0004732356,0.00001172284,0.0001621943,8.225859e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009240687,"about_ca_system_score_gemma":0.00001723348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002213867,"about_ca_topic_score_gemma":0.00001404726,"domain_scores_codex":[0.9993041,0.000006241533,0.0003306623,0.00009674839,0.0001495825,0.0001126976],"domain_scores_gemma":[0.9997597,0.00001787647,0.00009729686,0.00006096724,0.00001184071,0.00005233717],"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":[0.00001316981,0.00002650447,0.001643101,0.0000178635,0.000002748817,0.000001524178,0.0001598415,0.009386052,0.9789319,0.000195414,2.239343e-7,0.009621642],"study_design_scores_gemma":[0.0002432046,0.0002804962,0.3966154,0.00008596601,0.000008324456,0.0001391536,0.0004372665,0.003194608,0.5988787,0.00002793045,0.00000902241,0.00007995453],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9873798,0.0003639589,0.01203428,0.00001996241,0.000120584,0.00004620626,0.000001839515,0.00001194667,0.0000214034],"genre_scores_gemma":[0.9946944,0.0002511136,0.005027812,0.000001682282,0.0000154665,3.289654e-7,0.000001816152,0.000005128205,0.000002260558],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3949723,"threshold_uncertainty_score":0.2956674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002557654389337861,"score_gpt":0.1758503845313783,"score_spread":0.1732927301420405,"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."}}