{"id":"W2003043540","doi":"10.1177/1045389x15575086","title":"Constitutive modeling and experimental validation of the thermo-mechanical response of a shape memory composite containing shape memory alloy fibers and shape memory polymer matrix","year":2015,"lang":"en","type":"article","venue":"Journal of Intelligent Material Systems and Structures","topic":"Polymer composites and self-healing","field":"Materials Science","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Shape-memory alloy; Shape-memory polymer; Materials science; Constitutive equation; Composite material; Composite number; Homogenization (climate); Structural engineering; Finite element method; 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":[],"consensus_categories":[],"category_scores_codex":[0.001284326,0.0002521507,0.0006685979,0.0001253379,0.0001620909,0.0001830485,0.0002437862,0.0001352234,0.00007058949],"category_scores_gemma":[0.00006129514,0.0001667757,0.00009409776,0.00006215114,0.0002646045,0.0002375452,0.0002036703,0.0001346714,3.098281e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000574572,"about_ca_system_score_gemma":0.0001265194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004072358,"about_ca_topic_score_gemma":0.000001782534,"domain_scores_codex":[0.9974543,0.0005243053,0.00106771,0.0002414137,0.0004818496,0.0002304145],"domain_scores_gemma":[0.9984356,0.0001524497,0.0008510982,0.0001669731,0.0001989559,0.0001949095],"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":[0.003956159,0.00002459516,0.00008702263,0.0001002397,0.00007382446,0.00001182646,0.004533818,0.004116763,0.9865653,0.0003551016,0.000007830055,0.0001675027],"study_design_scores_gemma":[0.0008705723,0.0004969141,0.00009328877,0.0004177718,0.00008793398,0.0006115786,0.007824761,0.04429984,0.9450349,0.00007140407,0.000004998073,0.0001860164],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905934,0.007356579,0.0001149766,0.0000452007,0.001499723,0.0002927165,0.00005658761,0.00001054625,0.00003024258],"genre_scores_gemma":[0.9993289,0.00005673497,0.0003443606,0.00003646701,0.0002002746,0.000002914065,0.000001885028,0.00001829695,0.00001018639],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0415304,"threshold_uncertainty_score":0.6800914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02733303283359979,"score_gpt":0.2780939069141014,"score_spread":0.2507608740805016,"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."}}