{"id":"W4409143424","doi":"10.1016/j.apmt.2025.102702","title":"Advanced nanocomposites for 4D printing: High-performance electroactive shape memory polymers for smart applications","year":2025,"lang":"en","type":"article","venue":"Applied Materials Today","topic":"Polymer composites and self-healing","field":"Materials Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Université du Québec à Trois-Rivières","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Shape-memory polymer; Nanocomposite; Smart material; Materials science; Electroactive polymers; Polymer; Nanotechnology; Smart polymer; Composite material","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001358541,0.0003457957,0.0001171281,0.0001941336,0.0001017459,0.0003446981,0.0002181717,0.0003416318,0.001311022],"category_scores_gemma":[0.0001847351,0.0001803426,0.0002164285,0.0001488403,0.0001419199,0.0004054949,0.0001990005,0.0005057079,0.0004960329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002779753,"about_ca_system_score_gemma":0.000137719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001865117,"about_ca_topic_score_gemma":0.000541963,"domain_scores_codex":[0.9999055,0.000008699511,0.000005835347,0.00001697971,0.00005310827,0.000009787869],"domain_scores_gemma":[0.999929,0.00002452221,0.00002166789,0.00000923841,0.000009984179,0.000005590782],"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":[0.00001417426,0.00001847567,0.00007658244,0.00009986386,0.000005082729,0.00005238186,0.00001518672,0.002449116,0.9871531,0.0007755272,0.0001044731,0.00923604],"study_design_scores_gemma":[0.000005399446,0.0000597456,0.0002555899,0.000005509208,0.000005650805,0.0001026857,0.000005938938,0.0170294,0.9765512,0.0001810383,0.005788928,0.00000889586],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7809733,0.00603998,0.1944069,0.0002760998,0.000197435,0.0001195678,0.000395536,0.001790513,0.01580063],"genre_scores_gemma":[0.9110934,0.001583712,0.08308284,0.00005478576,0.00001802519,0.00008544754,0.0001650309,0.0001157824,0.0038009],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001311022,"threshold_uncertainty_score":0.004385829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006608524118611324,"score_gpt":0.2390026691842013,"score_spread":0.2323941450655899,"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."}}