{"id":"W3207387798","doi":"10.5006/c2021-16272","title":"A Field Study into the Mitigation of Severe Downhole Microbiologically Influenced Corrosion of Oxygen Contaminated Hydro-Fracked Unconventional Oil Reservoirs","year":2021,"lang":"en","type":"article","venue":"","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Corrosion; Petroleum engineering; Environmental science; Oil field; Contamination; Forensic engineering; Geology; Materials science; Metallurgy; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005290391,0.0003404837,0.0003394739,0.0003092513,0.0007198783,0.0003976806,0.0006483729,0.0005176372,0.0006618864],"category_scores_gemma":[0.000703451,0.0001553251,0.0002472605,0.0002119565,0.0004121971,0.0003581595,0.0003116695,0.0003857474,0.00009868186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001507281,"about_ca_system_score_gemma":0.001296307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03732465,"about_ca_topic_score_gemma":0.09468105,"domain_scores_codex":[0.9996909,0.00005266924,0.00001175947,0.00005630183,0.0001252942,0.00006310588],"domain_scores_gemma":[0.9991104,0.000196606,0.0001268912,0.00004854733,0.000436573,0.00008098344],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001540912,0.003354397,0.02861929,0.0005197141,0.00004490256,0.001734841,0.002422253,0.005049805,0.9275193,0.0002938191,0.0004528704,0.02844788],"study_design_scores_gemma":[0.0002535836,0.0455296,0.1594384,0.00009285929,0.0001480614,0.000605413,0.008965938,0.01560136,0.7617506,0.0003034213,0.007222371,0.00008839335],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988061,0.00002114352,0.0006066068,0.00002449318,0.000002953466,0.00007317671,0.00003756597,0.00001207536,0.0004159047],"genre_scores_gemma":[0.9958637,0.00007806952,0.002645261,0.00002247557,0.000002874416,0.00003058352,0.00006918456,0.000004590011,0.001283328],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03732465,"threshold_uncertainty_score":0.07421476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01183671085719872,"score_gpt":0.2609582716375152,"score_spread":0.2491215607803165,"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."}}