{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001353892,0.00005347859,0.00009310256,0.00001754849,0.0001100013,0.0001010053,0.0002223726,0.00002332767,0.0009882745],"category_scores_gemma":[0.0001283881,0.00004491497,0.00001454874,0.00001057243,0.00007576028,0.0005899418,0.0001959463,0.00003676265,0.0002242686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002174887,"about_ca_system_score_gemma":0.000009360766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003759786,"about_ca_topic_score_gemma":0.00005051243,"domain_scores_codex":[0.9994305,0.00001792475,0.0001361843,0.00009235844,0.000176197,0.000146846],"domain_scores_gemma":[0.9994407,0.00004385587,0.0001162126,0.0003203368,0.00003908497,0.00003984006],"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":[0.00005821989,0.00004149756,0.02171898,0.0006870735,0.000007978862,0.000005581808,0.0004158131,0.00001556834,0.9673045,0.0006409971,0.004341988,0.004761863],"study_design_scores_gemma":[0.001682501,0.0004677215,0.03285586,0.0004385148,0.00002758717,0.00002411211,0.0003299983,0.02175443,0.905049,0.03574147,0.001182009,0.0004468497],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9835836,0.00001011322,0.01166253,0.0014948,0.00008560001,0.0001342423,0.00000976713,0.000009981699,0.003009395],"genre_scores_gemma":[0.9969745,0.000003944749,0.002127303,0.0001874743,0.0000152741,0.000009119973,0.000002780991,0.000005889571,0.0006736948],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0622555,"threshold_uncertainty_score":0.999925,"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."}}