{"id":"W4409886224","doi":"10.1016/j.corsci.2025.112987","title":"Corrosion performance of 2205 duplex stainless steel in simulated hydrometallurgical processes: A study of uniform and crevice corrosion","year":2025,"lang":"en","type":"article","venue":"Corrosion Science","topic":"Hydrogen embrittlement and corrosion behaviors in metals","field":"Materials Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Crevice corrosion; Metallurgy; Corrosion; Materials science; Duplex (building); Chemistry","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003034251,0.0003531761,0.0008063324,0.0008879701,0.000415187,0.0001181738,0.001224701,0.0001338614,0.000181416],"category_scores_gemma":[0.0004640023,0.0002901657,0.00005409605,0.004508535,0.001009327,0.0009135247,0.0009735485,0.0002375903,0.00001539221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001114349,"about_ca_system_score_gemma":0.0004827394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008838995,"about_ca_topic_score_gemma":0.00006891346,"domain_scores_codex":[0.9954054,0.0001782953,0.001378537,0.0009894264,0.001449118,0.000599242],"domain_scores_gemma":[0.9974015,0.0002734279,0.0005869704,0.0007606212,0.0008014274,0.0001760523],"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":[0.0002832952,0.001102289,0.06541361,0.0003875368,4.135955e-7,0.000005768714,0.000950502,0.002194741,0.9285364,0.00009291164,0.000007818113,0.00102473],"study_design_scores_gemma":[0.0034601,0.001869325,0.02558673,0.001474143,0.0000975466,0.00001076471,0.004183346,0.05024285,0.9123619,0.00004870351,0.0001328989,0.0005316519],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969961,0.0002830045,0.0006289773,0.00001569615,0.0004858389,0.001241974,0.00001653252,0.00005343291,0.0002784466],"genre_scores_gemma":[0.9990246,0.0002538146,0.0002621466,0.00004750101,0.000007407592,0.00004079015,0.000006089729,0.00001604516,0.0003415768],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04804811,"threshold_uncertainty_score":0.9999551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02041409835879505,"score_gpt":0.3055999296014428,"score_spread":0.2851858312426478,"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."}}