{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007012735,0.000167172,0.0002649451,0.00004852115,0.00002591625,0.00001501002,0.00006876628,0.0001027701,0.001763956],"category_scores_gemma":[0.00001048993,0.0001621792,0.00004066927,0.00007508521,0.00001499726,0.0002327497,0.00002595869,0.00004653306,0.00004758633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003596403,"about_ca_system_score_gemma":0.00001189631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000193569,"about_ca_topic_score_gemma":6.063271e-7,"domain_scores_codex":[0.9991621,0.00001213844,0.0003254904,0.0001656196,0.0001250161,0.0002095761],"domain_scores_gemma":[0.9995946,0.00002986227,0.00009117687,0.0001865712,0.00005744785,0.00004032742],"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":[0.000301615,0.000006165989,0.000002220247,0.00005792329,0.00002064634,3.413339e-7,0.00001191733,0.06645418,0.9310076,0.001769245,0.00004163965,0.0003265047],"study_design_scores_gemma":[0.0004959052,0.00009940481,0.0002068061,0.00003065367,0.0000108104,0.000007257914,0.00001706176,0.0002495031,0.9971212,0.0006064338,0.0009833944,0.000171567],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9625301,0.0002567075,0.03109486,0.000006921167,0.005423368,0.0002221031,0.00009762905,0.0001484135,0.0002198519],"genre_scores_gemma":[0.9978621,0.00008229459,0.001340131,0.00004447625,0.0002294527,0.00002172118,0.0001766937,0.00004587336,0.0001972336],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06620467,"threshold_uncertainty_score":0.9991485,"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."}}