{"id":"W3175926485","doi":"10.1002/adma.202170195","title":"Kirigami Metastructures: Liquid‐Crystal‐Elastomer‐Actuated Reconfigurable Microscale Kirigami Metastructures (Adv. Mater. 25/2021)","year":2021,"lang":"en","type":"article","venue":"Advanced Materials","topic":"Advanced Materials and Mechanics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Microscale chemistry; Materials science; Fabrication; Liquid crystal; Elastomer; Metamaterial; Nanotechnology; Optoelectronics; Composite material","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003723125,0.0009536128,0.001453005,0.0001904203,0.0002470299,0.0003339448,0.0004996651,0.0003706554,0.009091192],"category_scores_gemma":[0.000190043,0.0009204152,0.0002170188,0.0004344198,0.0001062253,0.0007924053,0.0001620518,0.0002767213,0.0002705384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002357885,"about_ca_system_score_gemma":0.0001077594,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001695023,"about_ca_topic_score_gemma":0.00002989103,"domain_scores_codex":[0.9958322,0.0001741786,0.001251008,0.0009702275,0.0004851775,0.001287233],"domain_scores_gemma":[0.9978061,0.00009351762,0.0002984664,0.001111066,0.0003484034,0.000342492],"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":[0.0001455341,0.00002893246,4.737846e-7,0.0003872943,0.0002161458,0.0001116407,0.0001228411,0.006259923,0.989117,0.001080068,0.0009970778,0.00153306],"study_design_scores_gemma":[0.001046315,0.0001031592,0.00002414231,0.0001443146,0.0001372499,0.0001859146,0.000137628,0.00002777019,0.8741098,0.004247353,0.118952,0.0008843184],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9748306,0.002205271,0.006888614,0.00009176193,0.01019434,0.0007593415,0.001846907,0.001112475,0.00207065],"genre_scores_gemma":[0.9630494,0.002020558,0.03093287,0.0003442343,0.0005690323,0.0002070402,0.0009877121,0.0004094562,0.001479675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1179549,"threshold_uncertainty_score":0.9993246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006030215661936095,"score_gpt":0.2180765480768492,"score_spread":0.2120463324149131,"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."}}