{"id":"W4408082107","doi":"10.1007/s10118-025-3288-8","title":"Investigating the Influence of Printing Parameters on the Helical Deformation of 4D-printed Liquid Crystal Elastomer Fiber-actuators","year":2025,"lang":"en","type":"article","venue":"Chinese Journal of Polymer Science","topic":"Advanced Materials and Mechanics","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Materials science; Elastomer; Actuator; Composite material; Deformation (meteorology); Fiber; Engineering; Electrical 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":[0.0001870731,0.0002400844,0.0001671393,0.0001306301,0.0001837807,0.0002932174,0.0002031692,0.0002935639,0.001578514],"category_scores_gemma":[0.0006374457,0.0001992236,0.0002049006,0.0002148607,0.0002266737,0.0004319763,0.0001403662,0.0002828532,0.000199573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000154227,"about_ca_system_score_gemma":0.0001120641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003899332,"about_ca_topic_score_gemma":0.0007147074,"domain_scores_codex":[0.999853,0.00001704694,0.00001080964,0.00003552988,0.00005261804,0.0000309235],"domain_scores_gemma":[0.9995829,0.0002159655,0.00008707614,0.00004347461,0.00005418211,0.00001632418],"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":[0.0001382764,0.00002455238,0.0005830166,0.00006658707,0.00001004816,0.0001035093,0.00005759075,0.00113853,0.9944597,0.00005572378,0.00004368402,0.003318832],"study_design_scores_gemma":[0.00000397504,0.00009374168,0.005478704,0.000003681265,0.00001243864,0.00003457699,0.00003786499,0.006104672,0.9879507,0.00002055041,0.0002483544,0.00001065445],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978099,0.0002943485,0.001007053,0.000023562,0.00001717473,0.0000047485,0.00004919138,0.00002412379,0.0007699208],"genre_scores_gemma":[0.9989641,0.000124574,0.0005228451,0.000008435308,0.000003761187,0.000004029984,0.0000223756,0.000008533185,0.0003413877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001578514,"threshold_uncertainty_score":0.005280614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006888318785514308,"score_gpt":0.2418812620880873,"score_spread":0.234992943302573,"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."}}