{"id":"W4389235847","doi":"10.1016/j.jhazmat.2023.133052","title":"Contrasting response strategies of sulfate-reducing bacteria in a microbial consortium to As3+ stress under anaerobic and aerobic environments","year":2023,"lang":"en","type":"article","venue":"Journal of Hazardous Materials","topic":"Mine drainage and remediation techniques","field":"Environmental Science","cited_by":31,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Higher Education Discipline Innovation Project; Hebei University; National Natural Science Foundation of China; Ministry of Science and Technology of the People's Republic of China; National Science Foundation","keywords":"Desulfovibrio; Anaerobic exercise; Sulfate; Sulfate-reducing bacteria; Chemistry; Desulfovibrio vulgaris; Oxygen; Bacteria; Microbial consortium; Superoxide dismutase; Bioremediation; Anaerobic bacteria; Extracellular polymeric substance; Reactive oxygen species; Anaerobic respiration; Environmental chemistry; Oxidative stress; Microorganism; Biochemistry; Biology; Biofilm; 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":[0.001474493,0.0001433196,0.0003834152,0.000218559,0.0000462237,0.00007631884,0.0001664208,0.00007765449,0.0004453404],"category_scores_gemma":[0.0001327181,0.0001226792,0.00003895343,0.0001932078,0.0001139968,0.0002702056,0.0001371461,0.00008044995,0.00002206791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009654892,"about_ca_system_score_gemma":0.00003569803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000119615,"about_ca_topic_score_gemma":0.00003612346,"domain_scores_codex":[0.9983227,0.0002681525,0.000764285,0.0001704794,0.0002208888,0.0002534989],"domain_scores_gemma":[0.9991857,0.0001202562,0.0004699583,0.0001218754,0.00001205263,0.0000901594],"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":[0.0004033925,0.00004184895,0.0004721236,0.00002218331,0.00001427876,0.00005981099,0.0008195817,0.0009329483,0.9967009,0.00001115606,0.0003293719,0.0001923797],"study_design_scores_gemma":[0.0006127955,0.000264768,0.09305589,0.0001659355,0.00001613703,0.00004777049,0.001222309,0.000006923221,0.9041669,0.0001341303,0.0001781703,0.0001282397],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990861,0.00001703617,0.0001430116,0.0002487745,0.0002193746,0.000207239,0.00002768843,0.00001454264,0.0000362755],"genre_scores_gemma":[0.9986461,0.00005972457,0.001073539,0.00004359158,0.00005265545,0.000004729146,0.000004514131,0.00001657976,0.00009860064],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09258376,"threshold_uncertainty_score":0.5002712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01086715231120644,"score_gpt":0.2490492073188553,"score_spread":0.2381820550076489,"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."}}