{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001995603,0.0005252666,0.0003485185,0.0005251412,0.0001685433,0.0004219643,0.0001381385,0.0003660303,0.0003139237],"category_scores_gemma":[0.0001437769,0.0001765006,0.0003705959,0.0004320265,0.0001236291,0.0003095005,0.0002891758,0.0003427883,0.0001076258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002710344,"about_ca_system_score_gemma":0.0003213973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001659514,"about_ca_topic_score_gemma":0.002735819,"domain_scores_codex":[0.999848,0.00002017387,0.00001214645,0.00004467359,0.00004711525,0.00002786515],"domain_scores_gemma":[0.9999326,0.0000109327,0.00001689463,0.000005467253,0.000019286,0.00001468551],"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":[0.00007871543,0.00001566221,0.0007773948,0.00003027142,0.000006640712,0.00002204663,0.00002549907,0.00007170759,0.9976144,0.00002760869,0.000005925815,0.001324153],"study_design_scores_gemma":[0.00001968526,0.0005811774,0.1016117,0.00004559545,0.0001209736,0.0002419076,0.0005403772,0.004820711,0.8890057,0.0003485033,0.002630792,0.00003273708],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974247,0.0005201756,0.0009380147,0.00004924705,0.000007512434,0.00001740295,0.0006764422,0.00001587739,0.0003506872],"genre_scores_gemma":[0.993804,0.000630987,0.00284545,0.00004540273,0.000005117964,0.0000316712,0.001192221,0.00001136879,0.001433712],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001659514,"threshold_uncertainty_score":0.003299713,"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."}}