{"id":"W2158906330","doi":"10.1088/0964-1726/16/6/012","title":"Modeling of the cyclic thermomechanical response of SMA wires at different strain rates","year":2007,"lang":"en","type":"article","venue":"Smart Materials and Structures","topic":"Shape Memory Alloy Transformations","field":"Materials Science","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"SMA*; Materials science; Composite material; Strain (injury); Structural engineering; Engineering; Mathematics","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":[0.0008331028,0.0001506911,0.0002929914,0.00005054794,0.0001462769,0.0000337617,0.0002313098,0.00008473394,0.0005308678],"category_scores_gemma":[0.00009780969,0.00008724592,0.00005475055,0.00005819317,0.0001691509,0.0000737404,0.0001093515,0.00004289844,0.000001644045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001795572,"about_ca_system_score_gemma":0.00001694608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006890918,"about_ca_topic_score_gemma":0.0001246737,"domain_scores_codex":[0.998626,0.0002352571,0.000518165,0.0001693247,0.0002333224,0.000217964],"domain_scores_gemma":[0.9993342,0.0001742539,0.0001360569,0.0002626054,0.00004402294,0.00004888291],"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":[0.0007434803,0.00001202339,0.0002802823,0.00006230213,0.000009101165,6.751234e-7,0.0006738955,0.0001466311,0.996283,0.001711596,0.000004594218,0.0000724094],"study_design_scores_gemma":[0.0002714212,0.00005116949,0.07820147,0.0000320957,0.0000189309,0.00001120849,0.0001318381,0.0001615771,0.9171467,0.003879458,0.000005837774,0.00008828011],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998556,0.00005683653,0.000280254,0.00009071791,0.0004875397,0.00021914,0.0002550718,0.00002007295,0.00003438382],"genre_scores_gemma":[0.9996675,0.000009017296,0.0002060919,0.00003676753,0.00004004944,0.000004347198,0.000005127998,0.00001230639,0.00001883838],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0791363,"threshold_uncertainty_score":0.581263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01834682458288541,"score_gpt":0.2598149879379715,"score_spread":0.2414681633550861,"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."}}