{"id":"W4385431545","doi":"10.1016/j.envint.2023.108124","title":"Performance, microbial growth and community interactions of iron-dependent denitrification in freshwaters","year":2023,"lang":"en","type":"article","venue":"Environment International","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Foundation for Innovative Research Groups of the National Natural Science Foundation of China; Peking University; National Natural Science Foundation of China","keywords":"Denitrifying bacteria; Microorganism; Denitrification; Microbial population biology; Environmental chemistry; Metagenomics; Biology; Abiotic component; Ecology; Nitrogen cycle; Nitrogen; Chemistry; Bacteria; Biochemistry; Gene","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":[0.0001857296,0.00009368938,0.00008006899,0.0001137778,0.00008745232,0.00001184041,0.0001787092,0.00002893276,0.000870939],"category_scores_gemma":[0.000007565505,0.00008967624,0.00002804298,0.00007965374,0.0001136967,0.0002089239,0.0002157587,0.0001514254,0.0003805954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000137839,"about_ca_system_score_gemma":0.000002169223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003993244,"about_ca_topic_score_gemma":0.0000781098,"domain_scores_codex":[0.9992368,0.00007666148,0.0002013214,0.0001449955,0.0002114976,0.0001287444],"domain_scores_gemma":[0.9997313,0.00004744506,0.00006377084,0.0001215851,0.000001694294,0.00003420347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005121895,0.0002761098,0.6163935,0.000007483483,0.00002178152,0.000004452643,0.001062591,0.001498821,0.3792881,0.00001763493,0.0002551883,0.001123101],"study_design_scores_gemma":[0.0009002362,0.00007911104,0.8853368,0.00001747892,0.00001440197,0.00002062377,0.0003985494,0.003424508,0.1085633,0.0001365103,0.0009535673,0.0001548955],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974334,0.000002748651,0.0000129824,0.0002192843,0.0001196654,0.0001138441,0.00002986195,0.00001743409,0.002050822],"genre_scores_gemma":[0.9981608,0.000116707,0.0006423218,0.00001677367,0.00001714943,0.00001967518,0.0001615875,0.000008416686,0.0008566059],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2707249,"threshold_uncertainty_score":0.9536171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01387036301590449,"score_gpt":0.2173015662158645,"score_spread":0.20343120319996,"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."}}