{"id":"W4407596273","doi":"10.1016/j.jallcom.2025.179218","title":"Multi-energy ion irradiation effects and distinctive features of color center generation in yttria-stabilized zirconia driven by structural discrepancy","year":2025,"lang":"en","type":"article","venue":"Journal of Alloys and Compounds","topic":"Nuclear materials and radiation effects","field":"Materials Science","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute of Particle Physics","funders":"Oak Ridge National Laboratory; Office of Science; China Postdoctoral Science Foundation; National Natural Science Foundation of China; Natural Science Foundation of Shandong Province; U.S. Department of Energy","keywords":"Yttria-stabilized zirconia; Cubic zirconia; Materials science; Irradiation; Center (category theory); Ion; Chemical engineering; Mineralogy; Crystallography; Composite material; Chemistry; Ceramic; Nuclear physics; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002305207,0.0001036115,0.0002963282,0.00009916772,0.00007514631,0.00008994687,0.00006451745,0.00006182663,0.0000104836],"category_scores_gemma":[0.00005905057,0.00007648257,0.00003689167,0.00007249937,0.0000620535,0.0002189765,0.00003240425,0.00005996149,1.481545e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004938115,"about_ca_system_score_gemma":0.00002980672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008125923,"about_ca_topic_score_gemma":0.00009114906,"domain_scores_codex":[0.9991041,0.0001949219,0.000344221,0.0001294648,0.0001236897,0.0001035503],"domain_scores_gemma":[0.9994032,0.0001018275,0.0003122447,0.00005973122,0.00007787333,0.00004511624],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002261055,0.00005951132,0.00386941,0.00006600026,0.00001846908,0.000002814375,0.0002282488,0.00007645687,0.993643,0.0009153528,0.000319656,0.0005749204],"study_design_scores_gemma":[0.006388761,0.0005899487,0.8562146,0.0002049744,0.00006312354,0.00003362356,0.00009082887,0.009873142,0.1249901,0.0006747154,0.0006797137,0.0001964262],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982274,0.0006135356,0.0001731702,0.0002024638,0.0006264513,0.0001110635,0.00001623176,0.000004551374,0.00002510738],"genre_scores_gemma":[0.9985412,0.000118579,0.001154817,0.00005750357,0.00008388972,0.000002947102,0.000009145127,0.000006019687,0.00002590821],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8686529,"threshold_uncertainty_score":0.3118869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005415491604292003,"score_gpt":0.2396530945535775,"score_spread":0.2342376029492855,"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."}}