{"id":"W4411605992","doi":"10.1016/j.jnucmat.2025.156006","title":"Microstructural evolution and hardness changes in ion irradiated nickel-based Haynes 282 superalloy","year":2025,"lang":"en","type":"article","venue":"Journal of Nuclear Materials","topic":"Fusion materials and technologies","field":"Materials Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Nuclear Energy University Program; National Research Council Canada; University of Cincinnati; Battelle; University of Tennessee; Office of Nuclear Energy; Fusion Energy Sciences; U.S. Department of Energy","keywords":"Superalloy; Materials science; Metallurgy; Nickel; Irradiation; Ion; Radiochemistry; Microstructure; Chemistry; Nuclear physics; Physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009849458,0.0001409065,0.000160972,0.0002450235,0.0002586594,0.0002319266,0.0002593278,0.0002496028,0.004233097],"category_scores_gemma":[0.0001821471,0.0001668746,0.0001437142,0.0002367373,0.0002478085,0.0002528187,0.0001171462,0.000202506,0.0003472958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003749314,"about_ca_system_score_gemma":0.0002035946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005576781,"about_ca_topic_score_gemma":0.00836474,"domain_scores_codex":[0.9998949,0.000004342773,0.000005691626,0.0000224206,0.00005189295,0.00002078048],"domain_scores_gemma":[0.9998596,0.00001739948,0.00003139645,0.0000132741,0.00005902254,0.00001938944],"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":[0.000463624,0.00002180167,0.003156196,0.00004202843,0.00001049372,0.0002327839,0.0001178252,0.0006622706,0.9934123,0.00006986682,0.0001330013,0.001677755],"study_design_scores_gemma":[0.00001229303,0.0006860721,0.136547,0.00000554583,0.00002848036,0.0002384804,0.0006446566,0.002965279,0.8566683,0.00004756259,0.002138705,0.00001773104],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983737,0.00008835261,0.0001469347,0.00001117639,0.000004087939,0.000003674792,0.0002210169,0.00002337941,0.001127564],"genre_scores_gemma":[0.9978049,0.00002874727,0.0001107399,0.00000477521,0.000001024236,0.000003601212,0.0002332135,0.000009898693,0.001803004],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005576781,"threshold_uncertainty_score":0.01416111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009670321045414154,"score_gpt":0.233551710806791,"score_spread":0.2238813897613768,"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."}}