{"id":"W7039750420","doi":"","title":"The Nanoscale Microstructure and Mechanics of the Oxide Formed on Zr-2.5Nb Alloy Exposed to High-Temperature Water","year":2024,"lang":"en","type":"dissertation","venue":"QSpace (Queen's University Library)","topic":"Nuclear Materials and Properties","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Oxide; Alloy; Intergranular corrosion; Microstructure; Layer (electronics); Corrosion; Elastic modulus","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":[0.00007528064,0.0003294411,0.0003274915,0.00009228918,0.0004790701,0.0003802631,0.0007136461,0.0003529464,0.0003021213],"category_scores_gemma":[0.00001511912,0.0001712147,0.0001178156,0.0001551594,0.00007267086,0.0003493168,0.0003690577,0.0002823092,0.00007497056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003938456,"about_ca_system_score_gemma":0.00009832787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005025115,"about_ca_topic_score_gemma":0.0001632615,"domain_scores_codex":[0.9986132,0.0001477308,0.0001779359,0.0004435574,0.0002886184,0.0003289135],"domain_scores_gemma":[0.999215,0.00004219374,0.0001140698,0.0004800186,0.00005349945,0.00009521149],"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":[0.0007391303,0.00001062594,0.00000305042,0.0002352914,0.00003000634,0.0000130629,0.001945981,0.00000886004,0.9352895,0.00460355,0.057098,0.00002295992],"study_design_scores_gemma":[0.000164345,0.0001133883,0.0003275773,0.0002674531,0.00005958758,4.587404e-7,0.001719994,3.38248e-7,0.9055856,0.001068188,0.09045,0.0002430881],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9797717,0.00004529464,1.56632e-7,0.0172666,0.00178154,0.0004752443,0.0002151824,0.00009628577,0.0003479546],"genre_scores_gemma":[0.8501461,0.0001887549,0.0002307027,0.0003167119,0.00008091816,0.000002065445,0.000120869,0.00007515852,0.1488387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1484908,"threshold_uncertainty_score":0.6981934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003882234654477578,"score_gpt":0.1642446382629142,"score_spread":0.1603624036084366,"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."}}