{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003955951,0.00007327698,0.000121548,0.0001060173,0.0000688074,0.00005078363,0.0001286308,0.00004104816,0.00002645506],"category_scores_gemma":[0.00009563719,0.00005881098,0.00001222278,0.0002828314,0.0000807055,0.0003017205,0.00004356856,0.00005441187,0.00001428565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003878503,"about_ca_system_score_gemma":0.00001030347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008521504,"about_ca_topic_score_gemma":0.000001517995,"domain_scores_codex":[0.9992477,0.00001714643,0.0002230285,0.0001619532,0.0001642002,0.0001860118],"domain_scores_gemma":[0.999647,0.00008403672,0.00004807764,0.00005080089,0.00009993126,0.00007013317],"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":[0.0002256421,0.00008408346,0.004903787,0.0001295448,0.000003130056,5.057485e-7,0.001435153,0.0057758,0.9646482,0.02162162,0.00002538681,0.001147139],"study_design_scores_gemma":[0.008723538,0.00601532,0.1002757,0.002003521,0.00009066834,0.0001711444,0.02044568,0.139918,0.4996153,0.1524418,0.06733716,0.002962151],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9807767,0.000121599,0.01690567,0.0001418221,0.00001248356,0.0007937515,0.00002187708,0.00003579151,0.00119036],"genre_scores_gemma":[0.998952,0.00002097215,0.0007169514,0.00003280215,0.00002038745,0.00016565,0.000005779605,0.000005119296,0.00008029311],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4650329,"threshold_uncertainty_score":0.2398242,"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."}}