{"id":"W1974945034","doi":"10.1063/1.2409622","title":"Influence of vibrations on thermodiffusion in binary mixture: A benchmark of numerical solutions","year":2007,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Field-Flow Fractionation Techniques","field":"Engineering","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Physics; Mechanics; Binary number; Temperature gradient; Thermophoresis; Residual; Diffusion; Thermodynamics; Convection; Classical mechanics; Heat transfer","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":[0.0005702318,0.0003972144,0.0005794612,0.0005791619,0.0004964792,0.0006960894,0.00060334,0.0009022523,0.0007645371],"category_scores_gemma":[0.002533825,0.0001706873,0.000275219,0.0005014168,0.000801768,0.0004601795,0.0005183101,0.0003900801,0.00006369865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004462985,"about_ca_system_score_gemma":0.0003789015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003129964,"about_ca_topic_score_gemma":0.001427392,"domain_scores_codex":[0.9998559,0.00004620868,0.00001105633,0.00001768786,0.00004244425,0.00002663459],"domain_scores_gemma":[0.9987845,0.0008272987,0.0001261312,0.00008699977,0.0001173249,0.00005782042],"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":[0.0006637041,0.0003904743,0.005821783,0.0003484939,0.00004761374,0.0003349401,0.0003752178,0.9102426,0.04905057,0.01303973,0.0004323946,0.01925252],"study_design_scores_gemma":[0.00002418474,0.00006715051,0.000420538,0.00000746084,0.000005049749,0.00001744848,0.00002504032,0.9929571,0.00584301,0.000499236,0.0001266861,0.00000712775],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9756059,0.0004166248,0.0187656,0.0002563407,0.00003733206,0.00004463659,0.0001441241,0.0001548015,0.004574557],"genre_scores_gemma":[0.9901759,0.000108667,0.009252163,0.0000173904,0.000008741399,0.00003022127,0.00004735806,0.00001574894,0.0003438941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003129964,"threshold_uncertainty_score":0.0062235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01035939785104822,"score_gpt":0.2417295524524349,"score_spread":0.2313701546013867,"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."}}