{"id":"W4409464844","doi":"10.1016/j.corsci.2025.112948","title":"Correlating nanoporosity, Nb oxidation states and deuterium transport in the oxide layer formed on a Zr-2.5 Nb alloy","year":2025,"lang":"en","type":"article","venue":"Corrosion Science","topic":"Nuclear Materials and Properties","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada; Engineering and Physical Sciences Research Council; University Network of Excellence in Nuclear Engineering; Henry Royce Institute","keywords":"Alloy; Oxide; Corrosion; Materials science; Layer (electronics); Deuterium; Chemical engineering; Metallurgy; Nanotechnology; Nuclear physics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00190869,0.0001324652,0.0001629896,0.0001253628,0.0004930284,0.0003219502,0.0004741169,0.00004696488,0.00008072514],"category_scores_gemma":[0.0001318185,0.00008291529,0.00002201566,0.0004335675,0.0004115293,0.0005292274,0.0001214416,0.00008868318,0.0000457452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004243099,"about_ca_system_score_gemma":0.00009083828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001809997,"about_ca_topic_score_gemma":0.00007749422,"domain_scores_codex":[0.998498,0.00008747025,0.0002973242,0.0003946137,0.000410225,0.0003123264],"domain_scores_gemma":[0.999399,0.0001180567,0.00009133823,0.0002723042,0.00007340518,0.0000458823],"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":[0.00007728365,0.0000226683,0.002424157,0.00002157443,1.715965e-7,0.000002784533,0.001559558,0.00007954251,0.9938598,0.001340395,0.00009884164,0.0005132079],"study_design_scores_gemma":[0.0004541417,0.0001412418,0.08014385,0.0002395729,0.000008552272,0.000008910127,0.00121078,0.001185033,0.9126648,0.002132265,0.001613168,0.0001976978],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970451,0.00005208907,0.000431117,0.0004630544,0.0005608523,0.0002764052,0.000006876,0.00004209803,0.001122383],"genre_scores_gemma":[0.998122,0.00006564327,0.0004546065,0.001082721,0.00001329663,0.00002025516,0.000002943382,0.000006385271,0.000232169],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08119502,"threshold_uncertainty_score":0.3792026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02048869063157236,"score_gpt":0.2693788048683727,"score_spread":0.2488901142368004,"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."}}