{"id":"W2022276595","doi":"10.1063/1.1491874","title":"Nonequilibrium molecular dynamics simulations of a simple dipolar fluid under shear flow","year":2002,"lang":"en","type":"article","venue":"The Journal of Chemical Physics","topic":"Characterization and Applications of Magnetic Nanoparticles","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Couette flow; Thermostat; Dipole; Shear flow; Physics; Condensed matter physics; Mechanics; Classical mechanics; Shear rate; Molecular dynamics; Simple shear; Fluid dynamics; Viscosity; Flow (mathematics); Thermodynamics; Shear stress; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005208744,0.00007509418,0.0001331584,0.000017083,0.00001653788,0.00001027688,0.0001724133,0.0000299326,0.00007371911],"category_scores_gemma":[0.00001839704,0.00006004232,0.00006577432,0.000175529,0.00005349559,0.00008340152,0.00002169018,0.0001172075,0.000007109852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003350618,"about_ca_system_score_gemma":0.000007527831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.18525e-7,"about_ca_topic_score_gemma":7.161936e-8,"domain_scores_codex":[0.9994109,0.00001376802,0.0002819526,0.00003523308,0.0001612809,0.00009686391],"domain_scores_gemma":[0.9995286,0.00008636108,0.00007654708,0.0001731026,0.00008528207,0.00005006791],"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":[0.000003739317,0.00005062777,0.000005278908,0.00001009961,0.00002007048,1.88304e-7,0.0000862962,0.2470061,0.7509688,0.0004282232,0.0001748212,0.001245789],"study_design_scores_gemma":[0.0001732641,0.00001249048,0.00001908867,0.000008514387,0.00003725288,0.000004025826,0.00001143919,0.6604022,0.3365272,0.002587013,0.0001657479,0.00005175714],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9411417,0.0001769816,0.05801917,0.0003542412,0.0000272943,0.00005306708,0.00001926834,0.00001940796,0.0001889265],"genre_scores_gemma":[0.9989876,0.00002818745,0.0008335951,0.0000422829,0.00007699356,5.223807e-7,0.000006214631,0.00001675845,0.000007808807],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4144416,"threshold_uncertainty_score":0.2448454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009569920170944846,"score_gpt":0.2061907547311312,"score_spread":0.1966208345601863,"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."}}