{"id":"W4399208037","doi":"10.1680/jemmr.23.00116","title":"Novel constitutive models, challenges and opportunities of shape memory polymer composites","year":2024,"lang":"en","type":"article","venue":"Emerging Materials Research","topic":"Polymer composites and self-healing","field":"Materials Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Shape-memory polymer; Materials science; Aerospace; Fabrication; Smart material; Polymer; Computer science; Nanotechnology; Composite material; Aerospace 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004329126,0.0005940251,0.0005658463,0.00048633,0.0002855787,0.000854616,0.0008008753,0.000803812,0.0007768987],"category_scores_gemma":[0.0005615708,0.0003553549,0.0004362419,0.0003405538,0.001146636,0.001860421,0.0004585146,0.001661776,0.0003103272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004386642,"about_ca_system_score_gemma":0.0005253747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004403787,"about_ca_topic_score_gemma":0.0005830031,"domain_scores_codex":[0.999864,0.00003212787,0.000006977881,0.00003082993,0.00005291476,0.00001312705],"domain_scores_gemma":[0.9998217,0.00008520292,0.00003133705,0.0000223454,0.0000253926,0.00001403563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004030788,0.0001235765,0.000563707,0.001120297,0.00003701944,0.0004909241,0.0004775078,0.1057462,0.1098188,0.7305515,0.002614403,0.04841561],"study_design_scores_gemma":[0.00001271818,0.0001274065,0.0005482705,0.0001981294,0.00003248711,0.0005854145,0.0002497555,0.6523454,0.0168266,0.2710223,0.0579894,0.00006213845],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1386488,0.09813339,0.699582,0.005182278,0.0006645714,0.0001082189,0.0002897157,0.0003226563,0.05706827],"genre_scores_gemma":[0.7554993,0.1029364,0.1225368,0.0005388063,0.0006907067,0.0003601859,0.0002846268,0.0001817825,0.01697149],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.000854616,"threshold_uncertainty_score":0.003182709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.208079665334986,"score_gpt":0.3586458842274801,"score_spread":0.1505662188924942,"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."}}