{"id":"W3175085172","doi":"10.1016/j.chemosphere.2021.131298","title":"Microbial sulfite oxidation coupled to nitrate reduction in makeup water for oil production","year":2021,"lang":"en","type":"article","venue":"Chemosphere","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Bisulfite; Chemistry; Sulfite; Nitrate; Sodium bisulfite; Nitrite; Sulfate; Sulfide; Environmental chemistry; Sulfate-reducing bacteria; Inorganic chemistry; Organic chemistry; Biochemistry","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002493668,0.0001129072,0.0001358552,0.00001857991,0.00009751335,0.00008473747,0.00005406641,0.0000824947,0.001104128],"category_scores_gemma":[0.00005074146,0.0001027495,0.00004639239,0.0001771794,0.00002060267,0.0002615475,0.00003401927,0.00005932177,0.0001962275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001239947,"about_ca_system_score_gemma":0.00004519851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002591079,"about_ca_topic_score_gemma":0.00007732902,"domain_scores_codex":[0.998926,0.00002865459,0.0002580973,0.0004263299,0.000120831,0.0002401228],"domain_scores_gemma":[0.9994819,0.000005820705,0.0000412537,0.0002150417,0.0002056107,0.00005038872],"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":[0.000127564,0.00008827323,0.00002594296,0.00004306763,3.028044e-7,0.00000173121,0.0003427906,0.0001998638,0.9935387,0.000004285285,0.002504835,0.00312266],"study_design_scores_gemma":[0.0004584944,0.00003077982,0.0001243095,0.00005721459,0.00001043743,0.00003215619,0.0002388178,0.00004909743,0.9977031,0.00007347249,0.001072238,0.0001498659],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963124,0.00001782482,0.0004985083,0.001369974,0.001426626,0.0002179157,0.000008872983,0.00006257687,0.00008525273],"genre_scores_gemma":[0.9899693,0.000007029989,0.002584158,0.00008351432,0.0002898051,0.0001275292,0.0002028683,0.00001906104,0.006716706],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006631453,"threshold_uncertainty_score":0.999809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01665307620707304,"score_gpt":0.2510716506044346,"score_spread":0.2344185743973616,"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."}}