{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008300147,0.0002625526,0.0001477869,0.0001534953,0.0000944764,0.0002487994,0.0001719851,0.0002835504,0.001260497],"category_scores_gemma":[0.0001639716,0.0002061294,0.0001244527,0.0001571952,0.0002033517,0.0003217873,0.0002609185,0.000389897,0.0003693797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001863261,"about_ca_system_score_gemma":0.0001055685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002642893,"about_ca_topic_score_gemma":0.0008263356,"domain_scores_codex":[0.9999115,0.00000712,0.000006269933,0.00001987286,0.00003745936,0.00001764751],"domain_scores_gemma":[0.9998966,0.00002697141,0.00003811857,0.00001028192,0.00001434122,0.00001366568],"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":[0.00001061939,0.000007817265,0.00005517462,0.00002406099,0.000001827411,0.00002013742,0.000008623728,0.0001344319,0.9979675,0.000112052,0.00002628104,0.001631557],"study_design_scores_gemma":[0.000003431077,0.00003682116,0.000350334,0.000003122896,0.0000020634,0.00002407595,0.000005084342,0.001852946,0.9962501,0.00002003735,0.001448542,0.000003510875],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.980115,0.00102354,0.01378434,0.00009458286,0.00004580665,0.00003598962,0.0001796739,0.0003525018,0.004368605],"genre_scores_gemma":[0.9836146,0.0006575198,0.01126014,0.00008532646,0.00001376872,0.00005158361,0.0001520617,0.00005083495,0.004114148],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001260497,"threshold_uncertainty_score":0.004216731,"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."}}