{"id":"W4411137378","doi":"10.1016/j.matchar.2025.115265","title":"Distinct phase evolution and deformation instability pattern in a Ce-modified Al-5Mg alloy","year":2025,"lang":"en","type":"article","venue":"Materials Characterization","topic":"Aluminum Alloy Microstructure Properties","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Queen's University","keywords":"Materials science; Alloy; Instability; Deformation (meteorology); Phase (matter); Metallurgy; Composite material; Mechanics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001958198,0.0001702743,0.000209345,0.0001467997,0.0000535611,0.0001180331,0.00007139685,0.00009818371,0.00004979619],"category_scores_gemma":[0.00004635665,0.0001660251,0.00001372356,0.0001502742,0.00003628654,0.0005025807,0.00004551767,0.00006198825,0.000007121852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001944407,"about_ca_system_score_gemma":0.00001699852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005617077,"about_ca_topic_score_gemma":0.00003642347,"domain_scores_codex":[0.9990622,0.00006679491,0.0004268022,0.0001864464,0.00007807011,0.0001796915],"domain_scores_gemma":[0.9997003,0.00001325817,0.00006348451,0.0001611217,0.00003700847,0.0000248221],"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":[0.00005221117,0.00002268996,0.004816561,0.0002577452,0.000008404288,6.296042e-7,0.0004563931,0.00003529237,0.9887882,0.00004994175,0.000007430715,0.005504461],"study_design_scores_gemma":[0.001242386,0.0000262307,0.6280028,0.0001337502,0.00001541977,0.000004102773,0.00004000988,0.01274449,0.3569277,0.0001473405,0.0004615184,0.0002542675],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.983498,0.00002553857,0.01500286,0.00008695538,0.0006082165,0.0004043082,0.0001280269,0.0001900865,0.00005603419],"genre_scores_gemma":[0.9990204,0.00002342068,0.00003398099,0.00006896059,0.00003616205,0.00006281034,0.0007185356,0.00001958157,0.00001617561],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6318606,"threshold_uncertainty_score":0.6770306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007251558488942484,"score_gpt":0.2184644170824317,"score_spread":0.2112128585934892,"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."}}