{"id":"W2939064910","doi":"10.1002/adfm.201901890","title":"Microstructured Actuation of Liquid Crystal Polymer Networks","year":2019,"lang":"en","type":"article","venue":"Advanced Functional Materials","topic":"Advanced Materials and Mechanics","field":"Engineering","cited_by":132,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Nanotechnology; Actuator; Fabrication; Smart material; Microfluidics; Polymer; Computer science; 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":[0.00005303375,0.0001299726,0.00007276338,0.0001208834,0.00009811811,0.000184565,0.0001347081,0.0001562653,0.001073028],"category_scores_gemma":[0.00008795903,0.00008605725,0.00007031687,0.0001133372,0.0001588168,0.0001634315,0.0001785554,0.0001543594,0.0001279307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002715057,"about_ca_system_score_gemma":0.0001161949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003991711,"about_ca_topic_score_gemma":0.001008094,"domain_scores_codex":[0.9999508,0.000005040836,0.000002145448,0.00001340357,0.00001789185,0.00001075457],"domain_scores_gemma":[0.999959,0.00001088945,0.00001459829,0.00000415475,0.000005779251,0.000005654114],"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":[0.00002037751,0.0000160047,0.00008454809,0.00005693878,0.000003873063,0.00006901818,0.00001514069,0.005475275,0.9840985,0.002282334,0.0002776909,0.007600271],"study_design_scores_gemma":[0.00002858916,0.0001455405,0.00120168,0.00001160457,0.000005023182,0.00008408305,0.00001431499,0.1348093,0.8509611,0.001097435,0.01162836,0.00001295292],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9185472,0.004267923,0.04585079,0.0005133686,0.0002467571,0.0000614854,0.000286907,0.0003668456,0.02985871],"genre_scores_gemma":[0.9890466,0.0007099293,0.006945869,0.00004624114,0.00002762836,0.00002322203,0.00005863965,0.00001007332,0.003131744],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001073028,"threshold_uncertainty_score":0.00358963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003983304185244003,"score_gpt":0.1807583373906441,"score_spread":0.1767750332054001,"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."}}