{"id":"W2002048433","doi":"10.2166/wst.2013.780","title":"Performance of novel sludge-bed anaerobic membrane bioreactor (SB-AnMBR) treating prehydrolysis liquor","year":2013,"lang":"en","type":"article","venue":"Water Science & Technology","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"Atlantic Canada Opportunities Agency","keywords":"Chemistry; Pulp and paper industry; Chemical oxygen demand; Lignin; Furfural; Bioreactor; Black liquor; Dissolving pulp; Effluent; Xylose; Acetic acid; Waste management; Wastewater; Cellulose; Fermentation; Organic chemistry","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":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004677844,0.0002823105,0.0003755019,0.0008919981,0.0003810321,0.00005951213,0.001899114,0.0002763283,0.001329233],"category_scores_gemma":[0.0001462564,0.0001977968,0.00006740427,0.002826181,0.003724559,0.001223668,0.0009758865,0.0002584136,0.0009430384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000191613,"about_ca_system_score_gemma":0.00002967462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003785246,"about_ca_topic_score_gemma":0.00003946151,"domain_scores_codex":[0.9971896,0.00001628638,0.0005399421,0.0008146442,0.0005702411,0.0008692757],"domain_scores_gemma":[0.9984904,0.00002546882,0.0002168528,0.001108452,0.00006263704,0.00009617248],"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":[0.000005880161,0.00009551318,0.01676022,0.00001112619,0.000005235286,8.408488e-7,0.0002739035,0.000523494,0.9766539,0.0001009172,0.00002756725,0.005541363],"study_design_scores_gemma":[0.000308813,0.000291221,0.003574615,0.00001516461,0.00001229019,0.00002108431,0.0002007601,0.01237747,0.982497,0.00009676507,0.0003489045,0.0002559027],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941043,0.00001222652,0.00017916,0.001300221,0.0001024514,0.0004897913,0.000002908082,0.0005836156,0.00322537],"genre_scores_gemma":[0.9901334,0.00002263037,0.009099635,0.00005864778,0.000008919046,0.0001362386,0.000003356341,0.00001812568,0.0005190314],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0131856,"threshold_uncertainty_score":0.9998348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0107910175390069,"score_gpt":0.2213792764501085,"score_spread":0.2105882589111016,"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."}}