{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006957537,0.0001968191,0.0001263742,0.0001317435,0.00009843177,0.0001102416,0.00006293221,0.0000830268,0.00004096772],"category_scores_gemma":[0.00001342304,0.0001828736,0.00002694769,0.0002532329,0.00001512055,0.0002885811,0.00003227769,0.000186247,0.00004129327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001661596,"about_ca_system_score_gemma":0.000006841754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003287584,"about_ca_topic_score_gemma":0.00001391609,"domain_scores_codex":[0.9994087,0.00001456593,0.0001555589,0.0001536897,0.00005954768,0.0002079406],"domain_scores_gemma":[0.9997138,0.00001595558,0.000007313142,0.0001799302,0.00001977373,0.00006318779],"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":[0.000002766642,0.00002149022,0.0001208127,0.0001481754,0.0001058664,0.00001358496,0.001075702,0.04836345,0.9471142,0.001497389,0.0002835036,0.001253042],"study_design_scores_gemma":[0.0007169278,0.0001155734,0.009414412,0.0003276482,0.0001207683,0.0002455599,0.0002718342,0.007894424,0.9179569,0.00002075669,0.06208412,0.0008310296],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968205,0.0008123477,0.0004951619,0.0001024881,0.0005753435,0.0001117431,0.000006745823,0.001009187,0.00006650265],"genre_scores_gemma":[0.9984387,0.0005296429,0.0004555456,0.00001028209,0.0001954379,0.000008001447,0.00005739442,0.00006575065,0.000239299],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06180061,"threshold_uncertainty_score":0.7457369,"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."}}