{"id":"W4320179204","doi":"10.1016/j.watres.2023.119734","title":"An overlooked influence of reactive oxygen species on ammonia-oxidizing microbial communities in redox-fluctuating aquifers","year":2023,"lang":"en","type":"article","venue":"Water Research","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":40,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"China University of Geosciences; China University of Geosciences, Wuhan; National Natural Science Foundation of China","keywords":"Nitrosomonas europaea; Reactive oxygen species; Chemistry; Archaea; Nitrification; Environmental chemistry; Nitrosomonas; Nitrobacter; Redox; Catalase; Biochemistry; Antioxidant; Inorganic chemistry; Gene; Organic chemistry","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001323712,0.0001472057,0.000187887,0.0003036296,0.0002643639,0.00006266624,0.0004885336,0.00006768204,0.000235301],"category_scores_gemma":[0.00002879105,0.0001095777,0.0000445963,0.0004968334,0.0005022455,0.000346281,0.0004765879,0.0003438747,0.0006045181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002761539,"about_ca_system_score_gemma":0.00001346541,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009032286,"about_ca_topic_score_gemma":0.001302989,"domain_scores_codex":[0.9976549,0.0004650861,0.0002545546,0.0002718438,0.0006482003,0.0007053894],"domain_scores_gemma":[0.9993327,0.00009241664,0.00003186057,0.0004335417,0.00002488715,0.00008454847],"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":[0.000185467,0.0001035452,0.02136975,0.00001227997,0.00001223468,0.00004741697,0.01557037,0.002074101,0.9602118,0.00001830652,0.0001028382,0.0002919684],"study_design_scores_gemma":[0.0005091532,0.0003160875,0.09802812,0.00007969836,0.000002786028,0.000003166008,0.005131806,0.0002666822,0.894636,0.0003805668,0.0005059859,0.00013994],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998283,0.000003333618,2.094872e-7,0.0001447291,0.00001971111,0.000383244,0.00001170111,0.00004193367,0.001112126],"genre_scores_gemma":[0.9981285,0.00001511133,0.0006744496,0.00001788712,0.00002539583,0.00003957872,0.00006957335,0.00002266555,0.001006828],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07665837,"threshold_uncertainty_score":0.9975666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06075634613414423,"score_gpt":0.3175683639508989,"score_spread":0.2568120178167547,"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."}}