{"id":"W4403005101","doi":"10.1017/jfm.2024.397","title":"Flow manipulation of a nematic liquid crystal in a Hele-Shaw cell with an electrically controlled viscous obstruction","year":2024,"lang":"en","type":"article","venue":"Journal of Fluid Mechanics","topic":"Liquid Crystal Research Advancements","field":"Materials Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Engineering and Physical Sciences Research Council; Trent University; Nottingham Trent University","keywords":"Liquid crystal; Hele-Shaw flow; Mechanics; Flow (mathematics); Materials science; Viscous liquid; Physics; Open-channel flow; Optoelectronics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001463934,0.0001927528,0.0003016536,0.0001391637,0.0003322471,0.0004319833,0.0002157424,0.0002627842,0.0003140685],"category_scores_gemma":[0.0002374914,0.0001117021,0.0001254351,0.0001347243,0.000531048,0.0002664723,0.0003076483,0.0002271172,0.00004972065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004137503,"about_ca_system_score_gemma":0.0007715556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001176584,"about_ca_topic_score_gemma":0.001271171,"domain_scores_codex":[0.9999222,0.00001142789,0.000003971628,0.00001474732,0.00003004796,0.00001763865],"domain_scores_gemma":[0.9998778,0.0000497857,0.0000374316,0.000007685428,0.00001127448,0.00001590232],"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":[0.0000755736,0.00003455375,0.0003400412,0.00003448505,0.000003884095,0.0001641815,0.00006437771,0.003163836,0.9912359,0.002891011,0.00004228752,0.001949864],"study_design_scores_gemma":[0.00011162,0.0003446691,0.001182586,0.000007088058,0.00001175428,0.0001203565,0.00007131953,0.0920964,0.9036345,0.0004479195,0.001948487,0.00002342047],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987035,0.0001286249,0.01124518,0.00008652694,0.00001826778,0.00003188441,0.000032289,0.0000340377,0.001388146],"genre_scores_gemma":[0.9913206,0.0001353838,0.007898567,0.00002441617,0.000007080469,0.00002752141,0.00002239187,0.00000493014,0.0005591258],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001176584,"threshold_uncertainty_score":0.003001928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01423067560435244,"score_gpt":0.2743682474709483,"score_spread":0.2601375718665959,"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."}}