{"id":"W4280533031","doi":"10.1007/s11661-022-06698-y","title":"Mechanistic Origin of Orientation-Dependent Substructure Evolution in Aluminum and Aluminum-Magnesium Alloys","year":2022,"lang":"en","type":"article","venue":"Metallurgical and Materials Transactions A","topic":"Microstructure and mechanical properties","field":"Materials Science","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Substructure; Dislocation; Materials science; Slip (aerodynamics); Molecular dynamics; Crystallography; Aluminium; Magnesium; Peierls stress; Deformation (meteorology); Dislocation creep; Condensed matter physics; Thermodynamics; Composite material; Chemistry; Metallurgy; Physics; Computational chemistry; Structural engineering","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004637499,0.0001599398,0.0003583602,0.00009193533,0.0002401229,0.00006426971,0.0001168607,0.00007237338,0.006956854],"category_scores_gemma":[0.00001243163,0.0001395153,0.00003809101,0.0001431757,0.000117326,0.0001595914,0.00004470924,0.0001165309,0.000005000991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004850936,"about_ca_system_score_gemma":0.00004051868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009602436,"about_ca_topic_score_gemma":0.0002066153,"domain_scores_codex":[0.9984861,0.0002051676,0.0004460054,0.000375883,0.0002564607,0.0002303786],"domain_scores_gemma":[0.9996052,0.00003480561,0.0001054587,0.000137025,0.00003572591,0.00008177972],"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":[0.0001867279,0.00006441975,0.000002480621,0.00009501664,0.000007814475,0.00001422627,0.0002832966,0.0001941641,0.9930096,0.005910639,0.000002804922,0.0002287943],"study_design_scores_gemma":[0.002278265,0.0005381228,0.001564689,0.00002492457,0.0002318035,0.0005632452,0.001537625,0.0004191011,0.973712,0.01697498,0.001619221,0.0005359796],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9789955,0.0003322564,0.01929929,0.00008879176,0.0007056036,0.0003065662,0.000211262,0.00003237402,0.00002835356],"genre_scores_gemma":[0.998512,0.00004566196,0.0009191096,0.00003978677,0.00002758673,0.00009656692,0.00001894771,0.00001411161,0.000326222],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01951651,"threshold_uncertainty_score":0.9939509,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01088217988515736,"score_gpt":0.2199815277011387,"score_spread":0.2090993478159813,"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."}}