{"id":"W4399049787","doi":"10.1021/acsestengg.3c00554","title":"Microbial Community Organization during Anaerobic Pulp and Paper Mill Wastewater Treatment","year":2024,"lang":"en","type":"article","venue":"ACS ES&T Engineering","topic":"Anaerobic Digestion and Biogas Production","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Canada Research Chairs; Genome British Columbia; Génome Québec; Ontario Genomics; Genome Canada","keywords":"Paper mill; Anaerobic exercise; Pulp and paper industry; Mill; Wastewater; Pulp (tooth); Sewage treatment; Microbial population biology; Pulp mill; Environmental science; Waste management; Engineering; Biology; Medicine; Effluent; Dentistry; Bacteria","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003684768,0.0004116483,0.0005553227,0.001575109,0.0006417087,0.001013809,0.0003586017,0.0003387564,0.0002346366],"category_scores_gemma":[0.0007958508,0.0002184082,0.0003103068,0.002420892,0.0003748598,0.0002542347,0.0003898587,0.0002643981,0.0000986209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002010946,"about_ca_system_score_gemma":0.002330049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3005352,"about_ca_topic_score_gemma":0.3888918,"domain_scores_codex":[0.99942,0.00002408965,0.00003015192,0.0001534984,0.000245571,0.0001266489],"domain_scores_gemma":[0.9994561,0.00006492243,0.0001390683,0.00001336732,0.0002396233,0.00008690963],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0008678251,0.0001965824,0.4632598,0.0002806682,0.0001025732,0.0003105852,0.002256645,0.002329029,0.4953073,0.0000691618,0.0001896724,0.03483001],"study_design_scores_gemma":[0.000004819861,0.0001092783,0.9803741,0.000008593363,0.0000377203,0.00007396553,0.0006050983,0.002033438,0.01627351,0.00001774817,0.0004436679,0.00001810648],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988613,0.0000738825,0.0002065408,0.000004942404,9.651582e-7,0.00001620414,0.0006830906,0.000006569807,0.0001465951],"genre_scores_gemma":[0.9948835,0.0002339697,0.001628483,0.00001910711,0.000002624545,0.00003940027,0.002606211,0.000005722182,0.0005810122],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3005352,"threshold_uncertainty_score":0.5975718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005736066516526639,"score_gpt":0.1747522784561322,"score_spread":0.1690162119396056,"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."}}