{"id":"W2971742492","doi":"10.1016/j.polymer.2019.121785","title":"A coupling model for cooperative dynamics in shape memory polymer undergoing multiple glass transitions and complex stress relaxations","year":2019,"lang":"en","type":"article","venue":"Polymer","topic":"Polymer composites and self-healing","field":"Materials Science","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"National Natural Science Foundation of China; Royal Society","keywords":"Glass transition; Superposition principle; Relaxation (psychology); Coupling (piping); Materials science; Shape-memory polymer; Stress relaxation; Statistical physics; Molecular dynamics; Polymer; Shape-memory alloy; Thermodynamics; Condensed matter physics; Composite material; Physics; Chemistry; Computational chemistry; Quantum mechanics","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":[0.000148962,0.0002018882,0.0002910341,0.0001290027,0.0002957149,0.0001081599,0.0001539842,0.00009120614,0.0001269872],"category_scores_gemma":[0.00001992485,0.0002029427,0.00006299265,0.0001556868,0.00007860296,0.0002953958,0.0000544214,0.00012202,0.00002099412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001097582,"about_ca_system_score_gemma":0.0001169263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003907302,"about_ca_topic_score_gemma":0.002672682,"domain_scores_codex":[0.9986138,0.00003398743,0.0003544505,0.000414818,0.0001574577,0.000425489],"domain_scores_gemma":[0.999149,0.0003735629,0.00009958242,0.0002172703,0.00005204017,0.0001085073],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001562881,0.0002164435,0.004941883,0.0001491736,0.00003502213,0.000003248727,0.004119151,0.1321096,0.8450567,0.01294354,0.00002323521,0.0002456838],"study_design_scores_gemma":[0.001211599,0.00004354491,0.0002982134,0.00008374151,0.00002557017,0.000005201304,0.001205878,0.9537537,0.04307094,0.00004976819,0.000002263985,0.0002496203],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9595971,0.001213257,0.03697345,0.0006784283,0.0001996212,0.0005044728,0.0004534836,0.00007322958,0.0003070114],"genre_scores_gemma":[0.9968911,0.0000211963,0.001981706,0.0002605742,0.0000398022,0.00006875624,0.0001267621,0.00003652139,0.0005735581],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8216441,"threshold_uncertainty_score":0.8275763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02437570711706043,"score_gpt":0.2581573882699222,"score_spread":0.2337816811528617,"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."}}