{"id":"W4411937622","doi":"10.48048/tis.2025.9855","title":"Mitigating Corrosion in Downhole Environments of Oil and Gas Operations: Mechanisms, Challenges, and Control Strategies","year":2025,"lang":"en","type":"article","venue":"Trends in Sciences","topic":"Oil and Gas Production Techniques","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; China Scholarship Council","keywords":"Corrosion; Petroleum engineering; Control (management); Fossil fuel; Environmental science; Process engineering; Computer science; Engineering; Waste management; Materials science; Metallurgy; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001003662,0.000988652,0.001015523,0.001020339,0.0004251554,0.001651736,0.001231252,0.001260697,0.0009239237],"category_scores_gemma":[0.0008254899,0.0003387681,0.000871081,0.0005589843,0.0005890019,0.001594877,0.0008407299,0.001018466,0.0004043735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008047444,"about_ca_system_score_gemma":0.001645283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004918378,"about_ca_topic_score_gemma":0.006995473,"domain_scores_codex":[0.9993371,0.0001073851,0.00004610822,0.00009821,0.0002900928,0.0001210739],"domain_scores_gemma":[0.9994996,0.0001020655,0.0001103313,0.00001991598,0.0002396001,0.00002854485],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003101447,0.0002889714,0.007544894,0.03020118,0.0003431087,0.001119604,0.0006337072,0.02141163,0.2694192,0.01844016,0.01021501,0.6400723],"study_design_scores_gemma":[0.0001066588,0.003094986,0.01954013,0.008303024,0.001212021,0.002933604,0.00499317,0.06392968,0.3160253,0.02012388,0.5594108,0.0003267964],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1063566,0.7968118,0.07493326,0.007338665,0.0007629502,0.0002950134,0.0003466211,0.0005285961,0.01262655],"genre_scores_gemma":[0.3946474,0.5746754,0.02571196,0.0007681601,0.0002211143,0.0001604129,0.0002889799,0.00004040169,0.003486084],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004918378,"threshold_uncertainty_score":0.009779453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01636294251663688,"score_gpt":0.2610185157255161,"score_spread":0.2446555732088792,"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."}}