{"id":"W1990490832","doi":"10.3390/polym2040766","title":"Modeling Textural Processes during Self-Assembly of Plant-Based Chiral-Nematic Liquid Crystals","year":2010,"lang":"en","type":"article","venue":"Polymers","topic":"Advanced Materials and Mechanics","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Liquid crystal; Materials science; Polymer; Viscoelasticity; Liquid crystalline; Phase (matter); Cellulose; Chemical physics; Self-assembly; Texture (cosmology); Chemical engineering; Crystallography; Composite material; Nanotechnology; Organic chemistry; Chemistry","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":[0.00005225825,0.000156232,0.0002143545,0.0000696953,0.00004457171,0.00001495446,0.0001197278,0.00007102462,0.0000451835],"category_scores_gemma":[0.0000258017,0.0001460382,0.00003854186,0.00009661418,0.000008595891,0.0001380995,0.00001763142,0.00009673006,0.00000437686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001355902,"about_ca_system_score_gemma":0.00003689769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001144126,"about_ca_topic_score_gemma":0.00001831877,"domain_scores_codex":[0.9992431,0.000005232675,0.0002514503,0.0001213261,0.000118416,0.0002604171],"domain_scores_gemma":[0.9996728,0.00002070318,0.0000441071,0.000164368,0.00002804531,0.00006991823],"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":[0.00002638968,0.0000146968,0.000001088024,0.001363695,0.00001644901,0.000002302033,0.0001686597,0.05473293,0.9435341,0.00008287174,0.000002343272,0.00005448133],"study_design_scores_gemma":[0.0002643538,0.00002725699,0.000001563338,0.00008170889,0.00001739381,0.0000066504,0.00006084792,0.1401575,0.8591458,0.00004407159,0.0000273168,0.0001656414],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916016,0.0002180912,0.006978882,0.00001374102,0.0004190331,0.0001313821,0.00003862645,0.0003427349,0.000255839],"genre_scores_gemma":[0.9967089,0.00003431355,0.003074012,0.00001154528,0.00007599805,0.00001956621,0.00001022616,0.00004394698,0.00002147595],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08542452,"threshold_uncertainty_score":0.5955266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005934533534375113,"score_gpt":0.2022578644895403,"score_spread":0.1963233309551651,"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."}}