{"id":"W2759112013","doi":"10.1016/j.electacta.2017.09.089","title":"Mechanism of microbiologically influenced corrosion of X52 pipeline steel in a wet soil containing sulfate-reduced bacteria","year":2017,"lang":"en","type":"article","venue":"Electrochimica Acta","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":126,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Corrosion; Sulfate-reducing bacteria; Metallurgy; Materials science; Sulfate; Soil water; Electrochemistry; Environmental chemistry; Chemistry; Environmental science; Soil science; Electrode","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":[0.0005069004,0.0002054897,0.0004867129,0.0001211247,0.0001620144,0.00006062086,0.0005758214,0.000172568,0.0003769437],"category_scores_gemma":[0.000281001,0.0001767565,0.00009398389,0.00008722362,0.0001502811,0.0002750713,0.0002068318,0.0001831869,0.00001318844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005850371,"about_ca_system_score_gemma":0.0001127845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008449653,"about_ca_topic_score_gemma":0.0001176528,"domain_scores_codex":[0.9982632,0.0001157728,0.0006626779,0.0003845645,0.0001837615,0.0003900198],"domain_scores_gemma":[0.9984617,0.00006126628,0.0006945844,0.0005492767,0.0001649273,0.00006824928],"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":[0.0005707697,0.000148064,0.0004047769,0.00001920112,5.145192e-7,0.000001919859,0.0001526721,0.000001503525,0.9982453,0.0002910552,0.00006267519,0.0001015639],"study_design_scores_gemma":[0.001073634,0.0006011851,0.008437653,0.0001741395,0.00001610437,0.00001026258,0.0000448389,0.00007385109,0.9890651,0.0002946687,0.00002129328,0.0001873453],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987749,0.00000905864,0.0002317139,0.0001782686,0.0002346326,0.0002751823,0.00005341288,0.00003549014,0.0002073152],"genre_scores_gemma":[0.9992148,0.00002635732,0.0005172407,0.0000571834,0.00002951574,0.00001929762,0.00003885784,0.00001636404,0.00008032801],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00918026,"threshold_uncertainty_score":0.720792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01695804297266689,"score_gpt":0.2617587164976669,"score_spread":0.244800673525,"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."}}