{"id":"W2805054083","doi":"10.11159/ffhmt18.183","title":"Numerical Simulations of Nematic Liquid Crystals Flows between Eccentric Cylinders","year":2018,"lang":"en","type":"article","venue":"Proceedings of the ... International Conference on Fluid Flow, Heat and Mass Transfer","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; Compute Canada","keywords":"Liquid crystal; Mechanics; Materials science; Eccentric; Physics; Optoelectronics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0003519413,0.0001934514,0.0003087296,0.0001582451,0.0001171539,0.00008568586,0.000728862,0.00007422965,0.0009851306],"category_scores_gemma":[0.0002334185,0.0001420826,0.00009371451,0.0002224881,0.0003157078,0.0004003224,0.0001044949,0.0001353653,0.00001742619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006798686,"about_ca_system_score_gemma":0.00009082103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000025899,"about_ca_topic_score_gemma":0.000002932368,"domain_scores_codex":[0.9978542,0.0000206739,0.0005236528,0.0003368846,0.0009533761,0.0003112232],"domain_scores_gemma":[0.9986834,0.0001183442,0.00005747482,0.0001339123,0.0008784529,0.0001284425],"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":[0.0004016012,0.00008049115,0.0005947602,0.0001076292,0.00004530443,2.027537e-7,0.0003507941,0.0001199109,0.9892672,0.008806355,0.00007360106,0.0001522073],"study_design_scores_gemma":[0.0009065858,0.0006639002,0.0003651133,0.0003243899,0.00004304546,0.000001911319,0.0001728056,0.03540799,0.9567148,0.004933696,0.0002692643,0.0001964966],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9874359,0.00001760355,0.004091121,0.001557253,0.0002481463,0.0004477082,0.000142369,0.0000260339,0.006033862],"genre_scores_gemma":[0.9986164,0.00003318697,0.0009613915,0.00008334438,0.0001334681,0.00002008303,0.0000068073,0.00001738467,0.0001279158],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03528808,"threshold_uncertainty_score":0.9999281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04103737222303915,"score_gpt":0.3030898485332332,"score_spread":0.2620524763101941,"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."}}