{"id":"W2314573866","doi":"10.1103/physreve.90.042501","title":"Theoretical predictions of disclination loop growth for nematic liquid crystals under capillary confinement","year":2014,"lang":"en","type":"article","venue":"Physical Review E","topic":"Liquid Crystal Research Advancements","field":"Materials Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Basic Energy Sciences; U.S. Department of Energy","keywords":"Disclination; Liquid crystal; Capillary action; Loop (graph theory); Materials science; Condensed matter physics; Mechanics; Physics; Optics; Mathematics; Composite material","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":[0.0008574904,0.0001409456,0.0004233986,0.00002949217,0.00007623678,0.00002011022,0.0002539116,0.00001914017,0.000660185],"category_scores_gemma":[0.001907288,0.000102384,0.0001398451,0.0001418978,0.0002924592,0.0001609722,0.0001182759,0.00006630236,0.00005862187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000491129,"about_ca_system_score_gemma":0.00005153658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003972675,"about_ca_topic_score_gemma":9.466863e-7,"domain_scores_codex":[0.9982148,0.000205563,0.0004364281,0.0002712918,0.0005681071,0.0003037603],"domain_scores_gemma":[0.9984492,0.0006220132,0.0001679228,0.0003234061,0.0002984422,0.0001389966],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004329229,0.0002573994,8.965613e-7,0.002926798,0.00001179516,1.026728e-7,0.00002181681,0.00002416374,0.3404881,0.6555068,0.000432583,0.0002861785],"study_design_scores_gemma":[0.001575723,0.003734255,0.0001104352,0.005074521,0.000339126,0.000002498521,0.00005084581,0.0149079,0.357204,0.6108959,0.005591614,0.0005131844],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5250102,0.005276238,0.4413493,0.01127517,0.0004746193,0.006605679,0.000248666,0.0001817487,0.009578419],"genre_scores_gemma":[0.9970544,0.001204253,0.0006986129,0.0004257546,0.0001377905,0.0003867427,0.00003269421,0.0000175592,0.00004220532],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4720442,"threshold_uncertainty_score":0.7228563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02300199893956093,"score_gpt":0.3484598820863755,"score_spread":0.3254578831468145,"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."}}