{"id":"W2626989763","doi":"10.1039/c7sm00484b","title":"Formation and field-driven dynamics of nematic spheroids","year":2017,"lang":"en","type":"article","venue":"Soft Matter","topic":"Liquid Crystal Research Advancements","field":"Materials Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Regional Municipality of Waterloo; University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Liquid crystal; Dynamics (music); Nanoscopic scale; Spheroid; Field (mathematics); Molecular dynamics; Chemical physics; Phase (matter); Materials science; Phase transition; Nanotechnology; Physics; Condensed matter physics; Chemistry; Computational chemistry; Optoelectronics","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":[0.0001295035,0.0001560032,0.0002600391,0.0002704969,0.0004542408,0.0005447174,0.000281024,0.00037914,0.001155217],"category_scores_gemma":[0.0003882533,0.0001746133,0.0002172631,0.0001836359,0.0007623556,0.0005228188,0.0003084216,0.0003412593,0.0001154654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007212407,"about_ca_system_score_gemma":0.0007182118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005193084,"about_ca_topic_score_gemma":0.003093611,"domain_scores_codex":[0.9999563,0.000006153818,0.000001847944,0.00000939296,0.0000120389,0.00001421272],"domain_scores_gemma":[0.9998312,0.00005739959,0.00002967142,0.00001299736,0.00002322096,0.00004543324],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001367436,0.000200756,0.004984181,0.00005537421,0.00003466062,0.0003946707,0.0002932854,0.9141585,0.06173931,0.01387949,0.0008184379,0.003304662],"study_design_scores_gemma":[0.0000233996,0.00003105036,0.0009322702,0.000003458753,0.000002491608,0.00002327821,0.00003677782,0.9931929,0.00440436,0.001046492,0.0002958651,0.000007671881],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905009,0.0000670081,0.006054671,0.0001043328,0.00001559988,0.00001712218,0.00008915361,0.00006028225,0.003090926],"genre_scores_gemma":[0.9967899,0.00006185549,0.001953307,0.00002192109,0.00000285584,0.00001913024,0.0000843937,0.00001942127,0.001047253],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005193084,"threshold_uncertainty_score":0.01032573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0158641857224347,"score_gpt":0.3002776025623492,"score_spread":0.2844134168399145,"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."}}