{"id":"W4411149427","doi":"10.1002/adma.202504592","title":"Stiffening Liquid Crystal Elastomers with Liquid Crystal Inclusions","year":2025,"lang":"en","type":"article","venue":"Advanced Materials","topic":"Advanced Materials and Mechanics","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"State of Ohio; Natural Sciences and Engineering Research Council of Canada; Ohio Department of Higher Education; Division of Materials Research; Kent State University; National Science Foundation","keywords":"Materials science; Elastomer; Liquid crystal; Composite material; Mesophase; Toughness; Polymer; Stiffness; Stiffening; Elasticity (physics); Thermal fluctuations; Thermodynamics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001949895,0.0003927464,0.0005223473,0.0001669385,0.0002168564,0.00006923506,0.0002401868,0.0001378238,0.0002915044],"category_scores_gemma":[0.00007059503,0.0003577488,0.00004862177,0.0002667515,0.00005483807,0.0004045082,0.0002165184,0.0001211041,0.0000287623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001786677,"about_ca_system_score_gemma":0.0000688346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006867089,"about_ca_topic_score_gemma":0.00001629747,"domain_scores_codex":[0.9982792,0.00003594502,0.0004786484,0.0003717859,0.0002396571,0.0005948042],"domain_scores_gemma":[0.9992096,0.00006112442,0.00008912569,0.0004056676,0.000110356,0.0001241717],"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":[0.0009009273,0.00002091007,2.291214e-7,0.0001983573,0.00005147538,0.00001985824,0.0001063628,0.01805109,0.9778918,0.00227762,0.0001243969,0.000356961],"study_design_scores_gemma":[0.0009638623,0.0003782534,0.000005826513,0.0003199052,0.00004446714,0.00001594016,0.0001636661,0.00006783404,0.9672495,0.0005525479,0.02980513,0.0004331245],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9317293,0.0002471161,0.06138849,0.0000568334,0.002412617,0.0004692037,0.0001647414,0.0009144642,0.00261725],"genre_scores_gemma":[0.9876192,0.0002433535,0.01121601,0.000133874,0.0001417292,0.0001475083,0.00005392049,0.0001026991,0.0003416869],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05588993,"threshold_uncertainty_score":0.9998875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004170077640678166,"score_gpt":0.2191503185053972,"score_spread":0.214980240864719,"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."}}