{"id":"W4389538050","doi":"10.3390/ma16247589","title":"Accelerated Formation of Oxide Layers on Zircaloy-4 Utilizing Air Oxidation and Comparison with Water-Corroded Oxide Layers","year":2023,"lang":"en","type":"article","venue":"Materials","topic":"Nuclear Materials and Properties","field":"Materials Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministry of Trade, Industry and Energy","keywords":"Oxide; Zirconium alloy; Materials science; Cladding (metalworking); Corrosion; Scanning electron microscope; Transmission electron microscopy; Layer (electronics); Metallurgy; Oxygen; Chemical engineering; Composite material; Chemistry; Zirconium; Nanotechnology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008924426,0.0002520145,0.0005099857,0.0001620291,0.0001951471,0.0002478324,0.0001900752,0.0001100432,0.0004415558],"category_scores_gemma":[0.00004070083,0.000166588,0.00002621034,0.000156184,0.0001092755,0.0005428528,0.0001186491,0.00004887114,0.0005100099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004389256,"about_ca_system_score_gemma":0.00001815812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003707802,"about_ca_topic_score_gemma":0.00002258944,"domain_scores_codex":[0.9980689,0.0002259481,0.0006281529,0.000339601,0.0003218247,0.0004156132],"domain_scores_gemma":[0.9992354,0.00004801483,0.0002549335,0.0002853686,0.000102112,0.00007415165],"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":[0.0007052637,0.0000289838,0.00009385969,0.0002366474,0.000008546903,0.000004126666,0.0009535542,0.0004148618,0.9968958,0.0001881549,0.0003638208,0.0001063901],"study_design_scores_gemma":[0.000610352,0.0002240047,0.004122373,0.0001637715,0.00002327749,0.000006534627,0.0006599819,0.0001417805,0.9931822,0.0001310191,0.000493455,0.0002412219],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983209,0.00001031067,0.00004221313,0.0002554942,0.0003901923,0.0004026738,0.00006461754,0.0003029675,0.0002106387],"genre_scores_gemma":[0.9990326,0.0000258625,0.0004644901,0.0001207393,0.00004669497,0.00003700044,0.0001296738,0.00004683886,0.00009616827],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004028513,"threshold_uncertainty_score":0.6793261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05223436998616399,"score_gpt":0.2667234011438554,"score_spread":0.2144890311576914,"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."}}