{"id":"W4312224618","doi":"10.1103/physrevfluids.7.123303","title":"Reynolds scaling analysis of the Landau–de Gennes equations for nematic liquid crystals","year":2022,"lang":"en","type":"article","venue":"Physical Review Fluids","topic":"Liquid Crystal Research Advancements","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Scaling; Liquid crystal; Flow (mathematics); Physics; Reynolds number; Couette flow; Classical mechanics; Mechanics; Statistical physics; Geometry; Mathematics; Condensed matter physics; Turbulence","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":[],"consensus_categories":[],"category_scores_codex":[0.001267121,0.0001183826,0.0005082865,0.00007068433,0.000304509,0.00002446393,0.0006374514,0.000009540659,0.0005995444],"category_scores_gemma":[0.001775842,0.00008156474,0.0004298619,0.001246277,0.00008818254,0.0001218724,0.0004548539,0.00009604261,0.00001016928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000136909,"about_ca_system_score_gemma":0.0001245035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000242548,"about_ca_topic_score_gemma":0.000004121129,"domain_scores_codex":[0.9978675,0.0003726291,0.0004190806,0.0002564803,0.0007377603,0.0003465917],"domain_scores_gemma":[0.9983821,0.0006674931,0.0001679805,0.0005593369,0.0001386187,0.00008445807],"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":[0.00003817744,0.0001983307,0.0000212528,0.001113398,0.0001264743,4.494421e-7,0.0002185482,0.002205726,0.9876443,0.007453897,0.0006218514,0.0003576131],"study_design_scores_gemma":[0.002053062,0.002890581,0.000940987,0.00354986,0.009942256,0.000006332647,0.0006036633,0.2490311,0.5992262,0.03487582,0.09533481,0.001545408],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9701135,0.007481628,0.01762377,0.002121075,0.0001262482,0.001702412,0.0005123902,0.00004595144,0.0002729926],"genre_scores_gemma":[0.9973987,0.0004703825,0.0006074596,0.0004477765,0.00005606977,0.0008345986,0.00003070675,0.00001579561,0.000138556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3884181,"threshold_uncertainty_score":0.656459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03924988140010496,"score_gpt":0.3730045665235482,"score_spread":0.3337546851234433,"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."}}