{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002684644,0.0003118032,0.0006184758,0.0004460659,0.0006114755,0.0007402552,0.0008067628,0.0008380528,0.001120999],"category_scores_gemma":[0.001155763,0.0002796527,0.0003694457,0.0005531391,0.0007083082,0.0005137877,0.0003719788,0.0007411381,0.0001281725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001186934,"about_ca_system_score_gemma":0.000814591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01144026,"about_ca_topic_score_gemma":0.006652759,"domain_scores_codex":[0.9999063,0.00001822775,0.000004666394,0.00001588616,0.00002164565,0.00003327229],"domain_scores_gemma":[0.9995787,0.0001892909,0.00004357899,0.00003104539,0.00006346076,0.00009392545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000282603,0.0002524545,0.006287972,0.00006354212,0.00006045033,0.0002620679,0.0001537939,0.964462,0.01995432,0.005866464,0.0002935335,0.002060831],"study_design_scores_gemma":[0.00002227918,0.00004019825,0.001006985,0.000002880978,0.000005091802,0.000008035027,0.0000198785,0.996872,0.001539783,0.0002896196,0.0001869135,0.000006344469],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952668,0.00005593625,0.002922842,0.0001090867,0.00001240248,0.00002188117,0.0001808969,0.00004530646,0.001384797],"genre_scores_gemma":[0.9944508,0.00008549121,0.004293526,0.00003919272,0.000005482372,0.00005590782,0.0003184798,0.00002407059,0.0007271828],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01144026,"threshold_uncertainty_score":0.02274734,"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."}}