{"id":"W2159825504","doi":"10.4314/wsa.v33i2.49085","title":"Microwave enhanced digestion of aerobic SBR sludge","year":2009,"lang":"en","type":"article","venue":"Water SA","topic":"Anaerobic Digestion and Biogas Production","field":"Engineering","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"BIOCAP Canada","keywords":"Chemical oxygen demand; Mesophile; Anaerobic digestion; Chemistry; Pulp and paper industry; Methane; Biogas; Volatile suspended solids; Sewage sludge; Waste management; Wastewater; Sewage treatment; Environmental science; Environmental engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00005264959,0.00008200114,0.00009026763,0.00005214644,0.00001853107,0.000009483862,0.00005296621,0.00005306446,0.00007700221],"category_scores_gemma":[0.000003045428,0.00006302187,0.00003447586,0.00005827038,0.0000154083,0.00009181793,0.000005727548,0.00005759311,0.00011689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002429553,"about_ca_system_score_gemma":0.000002407545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003153765,"about_ca_topic_score_gemma":0.000002606992,"domain_scores_codex":[0.9995543,0.000007410767,0.0001358993,0.0001013093,0.00006176907,0.0001392877],"domain_scores_gemma":[0.9998046,0.000001758332,0.00001271022,0.0001249659,0.00002782762,0.00002819178],"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":[0.000006257195,0.00001683223,0.00001066061,0.000005494719,0.000006034295,5.780919e-7,0.0002491832,0.0006107189,0.9851982,0.0007941099,0.001424477,0.01167744],"study_design_scores_gemma":[0.0001303997,0.00004725353,0.002010736,0.00001661243,0.000006453633,0.000003089595,0.00001068531,0.0000478244,0.9899157,0.0003020063,0.007421843,0.00008742451],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9813275,0.0001000152,0.009104379,0.0003045278,0.0004966693,0.0001022901,0.000001245525,0.0002568329,0.008306516],"genre_scores_gemma":[0.9985068,0.00004037697,0.0005356708,0.00004705647,0.00008642036,0.000001868807,0.00002836121,0.0000076319,0.0007457893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0171793,"threshold_uncertainty_score":0.2569957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006446660159553656,"score_gpt":0.1900102790900438,"score_spread":0.1835636189304901,"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."}}