{"id":"W2020595403","doi":"10.1134/s0020168507090087","title":"Growth of corrosion-resistant manganese oxide coatings on an aluminum alloy","year":2007,"lang":"en","type":"article","venue":"Inorganic Materials","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Corrosion; Materials science; Alloy; Chromate conversion coating; Nucleation; Metallurgy; Oxide; Conversion coating; Manganese; Coating; Aluminium; 6111 aluminium alloy; Composite material; Chemistry","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001317449,0.0002372772,0.0003850948,0.0001323061,0.0001352832,0.00009172251,0.0003400029,0.000150332,0.004915128],"category_scores_gemma":[0.0001704749,0.0002063655,0.00005326956,0.0001703734,0.0001124557,0.0002631334,0.0001073812,0.00006812868,0.0003630762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007849759,"about_ca_system_score_gemma":0.00004263045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003849483,"about_ca_topic_score_gemma":0.00007505932,"domain_scores_codex":[0.9977404,0.0001335329,0.0007951232,0.000421474,0.0005042062,0.0004052816],"domain_scores_gemma":[0.9987029,0.0001011753,0.0003715557,0.0004706867,0.0001946821,0.0001589618],"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":[0.0003368563,0.000197415,0.0002644805,0.00004859044,3.231211e-7,0.00002135989,0.0002847608,5.850995e-7,0.9974899,0.0008620291,0.0004750634,0.00001858532],"study_design_scores_gemma":[0.0004196132,0.0004210491,0.005262712,0.00009719798,0.00002039355,0.00001834954,0.0001929159,8.676262e-7,0.9931211,0.000147646,0.00006003128,0.0002381022],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980073,0.000006538647,0.000162613,0.00004462704,0.0009942685,0.0002897274,0.0001624058,0.0001435044,0.0001890288],"genre_scores_gemma":[0.9989098,0.000004345747,0.0004284646,0.0002429149,0.0001420164,0.00001057437,0.00005838053,0.00004240479,0.000161089],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004998231,"threshold_uncertainty_score":0.9959945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01645382213582391,"score_gpt":0.2623690930968071,"score_spread":0.2459152709609832,"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."}}