{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004771956,0.0003425108,0.0005441586,0.0001436984,0.0007599476,0.0002461242,0.0005098282,0.0001424449,0.0001679731],"category_scores_gemma":[0.00001618858,0.0003327861,0.00007767962,0.0002143244,0.0001085933,0.0001831403,0.0001352741,0.0000677556,0.00003242409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009809752,"about_ca_system_score_gemma":0.0001466918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003669916,"about_ca_topic_score_gemma":0.00000321018,"domain_scores_codex":[0.9977249,0.00003165166,0.000620445,0.0007176226,0.0001593597,0.0007460019],"domain_scores_gemma":[0.998715,0.0003232771,0.0002958893,0.0004726415,0.0001051169,0.00008809248],"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":[0.000559437,0.00008226594,0.000006586724,0.000283382,0.00003984647,1.005154e-7,0.0000696042,0.0001300857,0.9574183,0.03090377,0.00009762355,0.010409],"study_design_scores_gemma":[0.001221172,0.00009542007,0.0001298558,0.00004588384,0.00008460429,0.000001410943,0.00004975927,0.0003102203,0.9905967,0.001775038,0.005335696,0.0003542832],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9559899,0.0002398683,0.03672921,0.0003470765,0.0007684802,0.003675529,0.000198727,0.0003244836,0.001726743],"genre_scores_gemma":[0.9532879,0.00002543549,0.03892587,0.0005947594,0.0002356481,0.006219969,0.0001716974,0.00005448649,0.0004842355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03317837,"threshold_uncertainty_score":0.9999124,"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."}}