{"id":"W4416381784","doi":"10.1016/j.mtcomm.2025.114338","title":"Ultra-high strength and thermally stable Al-Mg-Si-Cu conductors microalloyed with Sc and Zr: Balancing strength and electrical conductivity","year":2025,"lang":"en","type":"article","venue":"Materials Today Communications","topic":"Aluminum Alloy Microstructure Properties","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Rio Tinto (Canada); Université du Québec à Chicoutimi","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Alloy; Electrical conductor; Ultimate tensile strength; Electrical resistivity and conductivity; Thermal stability; Aluminium; Conductor","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000245387,0.0003007952,0.0004182239,0.0001137106,0.0003377226,0.0002814603,0.000331164,0.0001185108,0.00004261268],"category_scores_gemma":[0.00005723837,0.0002549144,0.00001514447,0.000169796,0.0004063359,0.0002858179,0.0002240805,0.0002512156,0.000001613971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006505632,"about_ca_system_score_gemma":0.00006348998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005869824,"about_ca_topic_score_gemma":0.0003407944,"domain_scores_codex":[0.9987743,0.0001760193,0.0003365022,0.0002942428,0.0000934011,0.000325545],"domain_scores_gemma":[0.998718,0.0002302145,0.00007028843,0.0008213179,0.00007535975,0.00008482029],"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":[0.00003217382,0.00003273391,0.002949692,0.00008112462,0.0001433206,9.537066e-7,0.0005251155,0.00001664503,0.9938416,0.00127169,0.0002363334,0.0008685491],"study_design_scores_gemma":[0.001506334,0.0001066326,0.04575816,0.0002155372,0.0001869661,0.00005924266,0.0005027187,0.0005925709,0.9443187,0.0004187354,0.005641584,0.0006927942],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948319,0.003305227,0.00004878495,0.0004361389,0.0001194525,0.0003725183,0.0001364904,0.0002120777,0.0005374511],"genre_scores_gemma":[0.9940168,0.001650776,0.003923216,0.0001143234,0.00001794193,0.00004826009,0.00007104692,0.00004524656,0.0001123944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04952294,"threshold_uncertainty_score":0.9999903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008862041507294766,"score_gpt":0.2156284382251248,"score_spread":0.20676639671783,"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."}}