{"id":"W2900393873","doi":"10.1038/s41598-018-34789-7","title":"Effect of selected biocides on microbiologically influenced corrosion caused by Desulfovibrio ferrophilus IS5","year":2018,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Government of Canada; Alberta Innovates; Shell; Shell Global Solutions International; Suncor Energy Incorporated; ConocoPhillips; Mitacs; Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada; Genome Canada","keywords":"Biocide; Glutaraldehyde; Corrosion; Sulfate-reducing bacteria; Dielectric spectroscopy; Biofilm; Benzalkonium chloride; Desulfovibrio vulgaris; Carbon steel; Electrochemistry; Microbiology; Chloride; Nuclear chemistry; Chemistry; Desulfovibrio; Materials science; Bacteria; Metallurgy; Sulfate; Chromatography; Biology; Organic chemistry; Electrode","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001864125,0.0002188332,0.0003173385,0.0001536962,0.000433817,0.0001902324,0.0001942702,0.0001466492,0.0008001197],"category_scores_gemma":[0.0005393797,0.000155686,0.00009186842,0.00072301,0.0008347718,0.0001734862,0.0001017091,0.00009611665,0.0002351858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007154297,"about_ca_system_score_gemma":0.0000971211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003259543,"about_ca_topic_score_gemma":0.00001016739,"domain_scores_codex":[0.9973745,0.0002293324,0.0006534677,0.000896176,0.0004680718,0.0003784665],"domain_scores_gemma":[0.9981031,0.00009119859,0.0004798767,0.00071538,0.0004920583,0.0001183831],"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":[0.0001138544,0.00007258161,0.001613748,0.00001486249,3.702918e-7,0.00002472562,0.00007800286,0.000004555869,0.9796547,0.000001888382,0.0180748,0.0003459336],"study_design_scores_gemma":[0.0002440754,0.001513464,0.001132595,0.0001030112,0.00001894156,0.00005336549,0.000005285695,0.00001261112,0.9956735,0.00007273004,0.0009889508,0.000181413],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943261,0.00002544023,0.0001677272,0.00002256486,0.004659756,0.0004625101,0.00002721678,0.00014394,0.0001647991],"genre_scores_gemma":[0.9990182,0.000001194484,0.00009051649,0.00003582533,0.00004491816,0.00002038418,0.000125907,0.00001396196,0.0006490894],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01708585,"threshold_uncertainty_score":0.8760749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009241168999721916,"score_gpt":0.2585033453302851,"score_spread":0.2492621763305632,"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."}}