{"id":"W2177045592","doi":"10.1002/adma.201570291","title":"Biomimicry: Smart Muscle‐Driven Self‐Cleaning of Biomimetic Microstructures from Liquid Crystal Elastomers (Adv. Mater. 43/2015)","year":2015,"lang":"en","type":"article","venue":"Advanced Materials","topic":"Adhesion, Friction, and Surface Interactions","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Materials science; Biomimetics; Elastomer; Nanotechnology; Artificial muscle; Scrolling; Microstructure; Biomimetic materials; Adhesive; Parylene; Smart material; Composite material; Layer (electronics); Liquid crystal; Actuator; Optoelectronics; Polymer; Computer science","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":[0.0001968191,0.000319997,0.0002367163,0.0002169702,0.0002980684,0.0003262979,0.0003038261,0.0004484853,0.001220834],"category_scores_gemma":[0.0001411086,0.0002521749,0.0002336486,0.0001158309,0.000339966,0.0003728783,0.0004265808,0.0004716093,0.0003051443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002693859,"about_ca_system_score_gemma":0.0002115418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004878704,"about_ca_topic_score_gemma":0.001231486,"domain_scores_codex":[0.9998803,0.000009362879,0.000005876633,0.00003110011,0.00004255115,0.00003081964],"domain_scores_gemma":[0.9999257,0.00001042263,0.00003467429,0.000008348473,0.000007584023,0.00001320489],"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":[0.00001715751,0.00001151054,0.00004050738,0.00005238081,0.000005389098,0.00004265993,0.00001838147,0.0001048435,0.9969164,0.0001898835,0.0002285608,0.002372332],"study_design_scores_gemma":[0.000009186601,0.00006179176,0.000636676,0.000004064802,0.00000359107,0.0001193276,0.00001141963,0.001302409,0.9958426,0.00003775681,0.001961848,0.000009345528],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9629182,0.00573164,0.02177387,0.0008255277,0.0003259237,0.0000888299,0.0003098221,0.0005437097,0.007482664],"genre_scores_gemma":[0.9778345,0.001616895,0.01411076,0.0004491308,0.00006851493,0.00008006021,0.0002046973,0.0000598435,0.005575665],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001220834,"threshold_uncertainty_score":0.004084051,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008727797984876762,"score_gpt":0.2321969492506427,"score_spread":0.2234691512657659,"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."}}