{"id":"W4393167200","doi":"10.1016/j.jmrt.2024.03.182","title":"Structural modification mechanism of Fe-based amorphous alloys by high-energy particle irradiation","year":2024,"lang":"en","type":"article","venue":"Journal of Materials Research and Technology","topic":"Metallic Glasses and Amorphous Alloys","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Foundation for Distinguished Young Talents in Higher Education of Guangdong; Guangdong Science and Technology Department; Guangdong University of Petrochemical Technology","keywords":"Nucleation; Materials science; Crystallization; Irradiation; Amorphous solid; Electron beam processing; Chemical physics; Particle (ecology); Alloy; Chemical engineering; Thermodynamics; Crystallography; Composite material; Nuclear physics; Chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004692942,0.0001141293,0.0001003719,0.0001117948,0.0001726227,0.0001479198,0.0001664129,0.000158906,0.0006255172],"category_scores_gemma":[0.00008024801,0.0001105454,0.0001211803,0.00006525976,0.0002396329,0.0001476708,0.00009730961,0.0001785133,0.00008341494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000191472,"about_ca_system_score_gemma":0.0001003564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000919711,"about_ca_topic_score_gemma":0.001605373,"domain_scores_codex":[0.9999641,0.000003304001,0.000001698906,0.000007827162,0.00001231835,0.00001078691],"domain_scores_gemma":[0.9999691,0.000009793077,0.000007577281,0.000004568864,0.000005162902,0.000003714977],"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":[0.00004223358,0.000008344544,0.000630821,0.000024555,0.000004527393,0.00008057235,0.00004344745,0.0003961206,0.9975068,0.0004233438,0.00003147688,0.0008077935],"study_design_scores_gemma":[0.000008229474,0.00007113799,0.007672838,0.000003671565,0.000006973874,0.00009124582,0.00004170528,0.004122585,0.9871929,0.0001322447,0.0006522326,0.000004381081],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972233,0.0002660505,0.001235603,0.00001808427,0.000006702893,0.000007994063,0.00003533897,0.00003071134,0.001176295],"genre_scores_gemma":[0.9992793,0.00006297472,0.0003232885,0.000006270788,9.167014e-7,0.000003129412,0.00002446486,0.000005184407,0.0002945078],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000919711,"threshold_uncertainty_score":0.0020926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02470093761106244,"score_gpt":0.2720776195824191,"score_spread":0.2473766819713566,"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."}}