{"id":"W2335774841","doi":"10.1557/proc-709-cc5.23.1","title":"Theory and Simulation of Texture Transformations in Chiral Systems: Applications to Biological Fibrous Composites","year":2001,"lang":"en","type":"article","venue":"MRS Proceedings","topic":"Liquid Crystal Research Advancements","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Air Force Office of Scientific Research","keywords":"Mesoscopic physics; Materials science; Twist; Liquid crystal; Planar; Texture (cosmology); Process (computing); Topological defect; Composite material; Chemical physics; Condensed matter physics; Nanotechnology; Geometry; Physics; Computer science; Optoelectronics","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":[0.0004243588,0.0003136371,0.0006413687,0.0004957023,0.0007689262,0.001155752,0.00110271,0.001824594,0.003624536],"category_scores_gemma":[0.001629497,0.0004537459,0.0005078125,0.0004891721,0.001362472,0.001015506,0.0005821144,0.0008836839,0.0002668203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009597226,"about_ca_system_score_gemma":0.001085884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008973449,"about_ca_topic_score_gemma":0.00577955,"domain_scores_codex":[0.9998827,0.00003253532,0.000004472226,0.00001400106,0.00003066878,0.00003558468],"domain_scores_gemma":[0.9994395,0.0003339837,0.00003961665,0.00004605102,0.00006602011,0.00007467316],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004045229,0.00008179337,0.0003852822,0.00003326004,0.000009490545,0.00005298376,0.00004487518,0.9544813,0.002032865,0.03985259,0.0005258495,0.002459217],"study_design_scores_gemma":[0.000007788807,0.000003601595,0.00003179068,0.00000104488,7.614996e-7,0.00000206501,0.000005798537,0.9956933,0.0001710891,0.003970635,0.0001104135,0.000001850374],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6682685,0.0008683787,0.2768698,0.002368425,0.0003813941,0.0001486996,0.0003660063,0.0007383902,0.04999041],"genre_scores_gemma":[0.9652948,0.0002233554,0.03092297,0.0001549547,0.00005308971,0.0001137287,0.0001225859,0.0001135589,0.00300099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008973449,"threshold_uncertainty_score":0.01784241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02413888618638176,"score_gpt":0.314895717288231,"score_spread":0.2907568311018492,"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."}}