{"id":"W7116318217","doi":"10.1016/j.nanoms.2025.11.016","title":"Microbiologically influenced corrosion of copper-nickel alloys in marine environments: mechanisms, challenges, and mitigation strategies","year":2025,"lang":"en","type":"article","venue":"Nano Materials Science","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Science Foundation of Shandong Province; Key Technology Research and Development Program of Shandong; National Natural Science Foundation of China","keywords":"Corrosion; Crevice corrosion; Current (fluid); Surface engineering; Lead (geology); Titanium alloy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008004687,0.000995039,0.001204053,0.00112632,0.000390551,0.001534765,0.0009530045,0.001334794,0.001164584],"category_scores_gemma":[0.0006162234,0.0003621767,0.0009360411,0.0007432668,0.0005023592,0.00125617,0.0007987763,0.0008109937,0.0004618944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000785307,"about_ca_system_score_gemma":0.0017795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002569739,"about_ca_topic_score_gemma":0.005402417,"domain_scores_codex":[0.9995924,0.00008229528,0.00004763017,0.00007343224,0.0001415373,0.00006271571],"domain_scores_gemma":[0.9997219,0.00008139043,0.00006016385,0.000009428674,0.000110501,0.00001656601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0003121751,0.000270691,0.00664897,0.08848903,0.0005280044,0.002003711,0.0009597736,0.006038422,0.1305707,0.01933852,0.01701499,0.727825],"study_design_scores_gemma":[0.00004852476,0.001782918,0.01181775,0.01193989,0.001555074,0.004122315,0.002697206,0.007006169,0.09781392,0.01487964,0.8461426,0.0001940389],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01283748,0.9781387,0.003607569,0.001484758,0.0002968007,0.00004543191,0.00009331701,0.00006330001,0.003432579],"genre_scores_gemma":[0.04521635,0.9494487,0.00277025,0.00039491,0.0001973914,0.0000438742,0.0001320139,0.00000823282,0.001788186],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002569739,"threshold_uncertainty_score":0.005697846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01298593529184233,"score_gpt":0.2509175630345579,"score_spread":0.2379316277427156,"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."}}