{"id":"W1970926443","doi":"10.1088/0964-1726/18/7/074005","title":"Modelling of the cyclic behaviour of shape memory alloys during localized unstable mechanical response","year":2009,"lang":"en","type":"article","venue":"Smart Materials and Structures","topic":"Shape Memory Alloy Transformations","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Shape-memory alloy; Nickel titanium; Transformation (genetics); Plasticity; Materials science; Constitutive equation; Mechanics; Thermodynamics; Physics; Composite material; Chemistry; Finite element method","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":[0.0006384403,0.0001686094,0.0003745623,0.00006224438,0.0001787254,0.00005417414,0.0002901483,0.0001044024,0.0006672287],"category_scores_gemma":[0.00005263696,0.0001158095,0.0000670693,0.00009942272,0.000133468,0.0001733727,0.00006319585,0.00006512421,0.000002105365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001530031,"about_ca_system_score_gemma":0.0000454656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009201763,"about_ca_topic_score_gemma":0.000007147208,"domain_scores_codex":[0.9984086,0.0002785637,0.0005710869,0.0002185979,0.0002798049,0.0002433951],"domain_scores_gemma":[0.9992793,0.00006519829,0.0002039861,0.0003316213,0.00006192143,0.00005803689],"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":[0.0006826147,0.00001934417,0.00004731655,0.00005753553,0.000006013299,0.000001501166,0.0003549382,0.003292087,0.994423,0.001077487,0.000006549991,0.00003156201],"study_design_scores_gemma":[0.000563861,0.00006506099,0.01224064,0.00005219458,0.00004032925,0.00002238471,0.00009498848,0.0005980166,0.9830735,0.003114536,0.00001019183,0.0001242983],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987203,0.00006158173,0.0002429359,0.0001327122,0.0003727209,0.0002666809,0.000118814,0.00003488842,0.00004939627],"genre_scores_gemma":[0.9984381,0.00001698076,0.001411562,0.00004704215,0.00003424456,0.000005689139,0.000003540974,0.00001223104,0.00003059103],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01219333,"threshold_uncertainty_score":0.7305686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01777488299364539,"score_gpt":0.2364808112775657,"score_spread":0.2187059282839203,"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."}}