{"id":"W2141749298","doi":"10.1002/sia.5232","title":"Influence of near‐surface deformed layers on filiform corrosion of AA3104 aluminium alloy","year":2013,"lang":"en","type":"article","venue":"Surface and Interface Analysis","topic":"Aluminum Alloy Microstructure Properties","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Novelis (Canada)","funders":"Engineering and Physical Sciences Research Council","keywords":"Corrosion; Metallurgy; Alloy; Materials science; Aluminium; Microstructure; Layer (electronics); Oxide; Surface layer; Manganese; Grain boundary; Aluminium alloy; Pitting corrosion; 6111 aluminium alloy; Composite material","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":[0.0001548265,0.0002984348,0.0006300813,0.0001034192,0.00005676406,0.00004479098,0.0002742484,0.0001499613,0.0002421899],"category_scores_gemma":[0.00004113145,0.0002416325,0.0001819131,0.0006507205,0.0002467601,0.0004874763,0.00009598785,0.0002012231,0.00006670277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005580258,"about_ca_system_score_gemma":0.00002384481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007729435,"about_ca_topic_score_gemma":0.0001108702,"domain_scores_codex":[0.9985334,0.00003308006,0.0005613655,0.0002828395,0.0002708752,0.0003184618],"domain_scores_gemma":[0.9990116,0.00008230092,0.0001493548,0.0004439323,0.0002112892,0.0001015272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002385894,0.00001266193,0.01442104,0.00008261403,0.0002929721,2.030308e-7,0.0007560023,0.5459478,0.4381258,0.000004380275,0.0002167004,0.0001159353],"study_design_scores_gemma":[0.0003170793,0.0002356455,0.02453611,0.0001044217,0.0004667898,0.000001808341,0.0008529904,0.1032459,0.8694298,0.0000201824,0.0004241149,0.0003650806],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981736,0.0007425669,0.0001910916,0.00005087191,0.00005698978,0.0002151784,0.00003340856,0.0000740076,0.0004623015],"genre_scores_gemma":[0.9980925,0.0003468893,0.001191859,0.00003640971,0.000004993766,0.000003762364,0.00001063951,0.00003341839,0.0002795449],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4427018,"threshold_uncertainty_score":0.9853489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005453916375140797,"score_gpt":0.2049111541649593,"score_spread":0.1994572377898184,"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."}}