{"id":"W4404860216","doi":"","title":"Brownian rod-like particles suspension in non-homogeneous system: flow-microstructure coupling","year":2024,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Particle Dynamics in Fluid Flows","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Suspension (topology); Homogeneous; Brownian motion; Coupling (piping); Microstructure; Flow (mathematics); Materials science; Mechanics; Physics; Composite material; Statistical physics; Mathematics; Quantum mechanics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001648165,0.0003813597,0.0004436443,0.0003264582,0.0002709908,0.0005864182,0.0002907521,0.0004427723,0.0008685283],"category_scores_gemma":[0.0002847785,0.0001246176,0.0002321855,0.0002566702,0.0005069719,0.0004037822,0.0003549953,0.0001880194,0.0001411404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004131942,"about_ca_system_score_gemma":0.000216194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001274352,"about_ca_topic_score_gemma":0.0009259942,"domain_scores_codex":[0.9998726,0.00002316161,0.000006165944,0.00003954653,0.00004230562,0.00001622958],"domain_scores_gemma":[0.9998879,0.00003045283,0.00004417203,0.000007223089,0.00001471906,0.00001542886],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002871636,0.0002354862,0.004746662,0.000426106,0.00008079613,0.0009537208,0.0001530274,0.2547591,0.7121509,0.01375625,0.0008890003,0.01156181],"study_design_scores_gemma":[0.00003089397,0.0002218133,0.006651666,0.00001031548,0.00002877449,0.0001613526,0.00003556023,0.926195,0.06323011,0.002226486,0.001175942,0.00003209212],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9246652,0.001474887,0.06800346,0.0002100885,0.00009910194,0.00007453184,0.000153436,0.0002671884,0.005052139],"genre_scores_gemma":[0.9929704,0.0004079102,0.004729288,0.00004146712,0.00003957507,0.0000271319,0.00007876509,0.00002330018,0.001682254],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001274352,"threshold_uncertainty_score":0.002997935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007598717582939726,"score_gpt":0.2057342599843672,"score_spread":0.1981355424014275,"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."}}