{"id":"W2143291606","doi":"10.1122/1.1603239","title":"Linear and nonlinear viscoelasticity of discotic nematics under transient Poiseuille flows","year":2003,"lang":"en","type":"article","venue":"Journal of Rheology","topic":"Liquid Crystal Research Advancements","field":"Materials Science","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"National Science Foundation","keywords":"Hagen–Poiseuille equation; Viscoelasticity; Transient (computer programming); Nonlinear system; Mechanics; Materials science; Optics; Physics; Flow (mathematics); Thermodynamics","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":[0.00076877,0.0001044923,0.0003623122,0.00011173,0.00004441524,0.00001188685,0.0001784916,0.00005349679,0.0004335139],"category_scores_gemma":[0.000708659,0.00007639085,0.00006040699,0.0001029533,0.00019818,0.0002354121,0.00004970773,0.000166047,0.00001055101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003817059,"about_ca_system_score_gemma":0.0001619212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004622482,"about_ca_topic_score_gemma":0.00001176335,"domain_scores_codex":[0.9984348,0.0002123431,0.0005856832,0.0001170742,0.0003745173,0.0002755523],"domain_scores_gemma":[0.9989091,0.0002504625,0.000313193,0.0001383901,0.0002279983,0.0001608684],"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":[0.0002854184,0.0003670868,0.0007224854,0.0001634611,0.00005080308,0.00005404155,0.0003867309,0.006967154,0.9828498,0.007951016,0.00008314743,0.0001189048],"study_design_scores_gemma":[0.01173427,0.01088439,0.005794686,0.0006528852,0.0003662587,0.002457512,0.002214917,0.03254687,0.8990269,0.0286359,0.004802966,0.0008824443],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9040801,0.0002511503,0.09484388,0.0002330384,0.0002987746,0.00009102521,0.000006442885,0.00000305357,0.0001925587],"genre_scores_gemma":[0.9603459,0.00009941671,0.0393049,0.00006403383,0.00004190589,8.851913e-7,3.515929e-7,0.00001009541,0.0001325547],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08382286,"threshold_uncertainty_score":0.4746673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01897311132647911,"score_gpt":0.3010530585368215,"score_spread":0.2820799472103424,"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."}}