{"id":"W2486668475","doi":"10.1520/mnl12103r","title":"Towards an Understanding of Zirconium Alloy Corrosion","year":2010,"lang":"en","type":"book-chapter","venue":"","topic":"Nuclear Materials and Properties","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Zirconium; Corrosion; Metallurgy; Alloy; Materials science; Zirconium alloy","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003433846,0.000246914,0.0004174264,0.00007022147,0.0001042938,0.0001218505,0.0003180325,0.0004004375,0.03506403],"category_scores_gemma":[0.000009208217,0.0001823791,0.00007934481,0.000007740146,0.000244032,0.0001753343,0.0001571029,0.0001620711,0.0004177893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004844429,"about_ca_system_score_gemma":0.00007829737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001402274,"about_ca_topic_score_gemma":0.00009619682,"domain_scores_codex":[0.998805,0.00001954505,0.0003624137,0.0003232674,0.0002975225,0.0001921803],"domain_scores_gemma":[0.9991769,0.000014889,0.0002216556,0.0004229916,0.00007395387,0.00008966828],"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":[0.00004451205,0.00000687184,2.974242e-7,0.00005657961,0.000002051517,0.000002176908,0.00009821527,4.02418e-7,0.7723477,0.2271003,0.0002592354,0.00008161526],"study_design_scores_gemma":[0.0001562334,0.0002713416,0.000003430812,0.000149361,0.00003481544,0.00000940774,0.00007106358,0.000007372182,0.8696315,0.05054128,0.07876053,0.0003636403],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02199041,0.00008601882,0.0004134917,0.0001179265,0.003243359,0.0002472444,0.0001062728,0.0001708046,0.9736245],"genre_scores_gemma":[0.5299001,0.0002045943,0.005684231,0.0002854627,0.0005802397,0.000003831101,0.00004541821,0.0001813641,0.4631148],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5105097,"threshold_uncertainty_score":0.965818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06577164639049844,"score_gpt":0.2490548014105986,"score_spread":0.1832831550201002,"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."}}