{"id":"W4416470770","doi":"10.1038/s41467-025-65228-7","title":"Tailoring conductive nanofiller alignment for high actuation strain and output force in electroactive polymers","year":2025,"lang":"en","type":"article","venue":"Nature Communications","topic":"Dielectric materials and actuators","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"National Natural Science Foundation of China","keywords":"Electroactive polymers; Carbon nanotube; Actuator; Nanocomposite; Artificial muscle; Stiffness; Polyurethane; Electrical conductor; Piezoelectricity; Rigidity (electromagnetism)","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":[0.0001220846,0.0001033002,0.000130233,0.0001419977,0.00009309115,0.00003198744,0.0002070159,0.0001377366,0.000005986929],"category_scores_gemma":[0.00005992518,0.000105785,0.00002122601,0.0002033542,0.00002836027,0.0001141313,0.00004739475,0.0002281788,5.531932e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001332602,"about_ca_system_score_gemma":0.00002704741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002344698,"about_ca_topic_score_gemma":0.00009974143,"domain_scores_codex":[0.999504,0.0000233773,0.0001510094,0.00011263,0.00005107809,0.0001579391],"domain_scores_gemma":[0.9993998,0.0001930456,0.000028823,0.000320959,0.00003594982,0.00002146019],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00009030431,0.0001875557,0.0003027413,0.0001558344,0.0005285258,5.36198e-7,0.002726682,0.0007593886,0.3144221,0.5240339,0.003662141,0.1531303],"study_design_scores_gemma":[0.006203332,0.0003106221,0.04555627,0.0004309455,0.0003492573,0.000005064242,0.004689185,0.03189129,0.7356634,0.06716202,0.1058969,0.001841707],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9343504,0.01300597,0.01379007,0.005986569,0.001228924,0.002631174,0.0002806548,0.0004121176,0.02831412],"genre_scores_gemma":[0.9966933,0.0004522712,0.002227307,0.0001168004,0.00001363888,0.0001864328,0.00008226074,0.00001268778,0.0002152713],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4568719,"threshold_uncertainty_score":0.4313787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01108410089371912,"score_gpt":0.2576787031086689,"score_spread":0.2465946022149497,"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."}}