{"id":"W4225587559","doi":"10.1016/j.biortech.2022.127113","title":"Metagenomic insights into direct interspecies electron transfer and quorum sensing in blackwater anaerobic digestion reactors supplemented with granular activated carbon","year":2022,"lang":"en","type":"article","venue":"Bioresource Technology","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":69,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Commonwealth Scholarship Commission; China Scholarship Council; Canada Research Chairs; University of Alberta; Northern Ireland Community Relations Council","keywords":"Biofilm; Quorum sensing; Pilus; Chemistry; Population; Activated sludge; Blackwater; Microbiology; Anaerobic digestion; Wastewater; Metagenomics; Bacteria; Biology; Environmental chemistry; Gene; Biochemistry; Environmental engineering; Escherichia coli; Environmental science; Methane; Genetics","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":[0.0001000331,0.0002366437,0.0002503834,0.0004085966,0.0001726279,0.00001731215,0.00016205,0.00009276793,0.00008592157],"category_scores_gemma":[0.00000339723,0.0001881334,0.00003226682,0.0006417622,0.0002934722,0.00006757159,0.0002078013,0.0002644282,0.000004158239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005214126,"about_ca_system_score_gemma":0.000007384703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001700195,"about_ca_topic_score_gemma":0.00200919,"domain_scores_codex":[0.998636,0.000115569,0.0001927718,0.0004798752,0.000179572,0.0003962158],"domain_scores_gemma":[0.9996657,0.00001490797,0.00004061108,0.0002309388,0.000003955896,0.00004393452],"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":[0.0002318286,0.00007819369,0.04398484,0.000002807916,0.00004171781,0.00008116904,0.001898822,0.00007518038,0.952913,0.00002231005,0.00001115846,0.0006589307],"study_design_scores_gemma":[0.001182982,0.0007831382,0.008850834,0.00001002952,0.00006091891,0.0000569913,0.001769982,0.0001808779,0.980512,0.000143639,0.006149809,0.0002988547],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985923,0.000152519,0.000008285179,0.0006174934,0.0000214271,0.0003554469,0.000002731352,0.0001538861,0.00009597309],"genre_scores_gemma":[0.999343,0.00001995856,0.0004235377,0.00002336111,0.00000585122,0.0000255396,0.00004079206,0.0000299236,0.00008797712],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.035134,"threshold_uncertainty_score":0.7671856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004252253291870052,"score_gpt":0.1791940818961311,"score_spread":0.1749418286042611,"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."}}