{"id":"W1971629080","doi":"10.1115/imece2006-16356","title":"Numerical Analysis of Ludwig-Soret Effect of One Binary Mixture and Two Ternary Mixtures in an Al2O3 Porous Cavity","year":2006,"lang":"en","type":"article","venue":"Fluids Engineering","topic":"Field-Flow Fractionation Techniques","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Ternary operation; Materials science; Porous medium; Thermodynamics; Thermophoresis; Thermal conductivity; Convection; Porosity; Natural convection; Mole fraction; Thermal; Analytical Chemistry (journal); Chemistry; Chromatography; Composite material; Nanofluid","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":[0.0003212252,0.0003031477,0.0004929211,0.0004029449,0.0005612519,0.0005377621,0.0004253614,0.001031457,0.001521091],"category_scores_gemma":[0.0009036366,0.0002042602,0.0004400361,0.0003042058,0.0007322409,0.0004799865,0.0003976454,0.0003826799,0.00008094525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006737826,"about_ca_system_score_gemma":0.0005611986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006943272,"about_ca_topic_score_gemma":0.003312846,"domain_scores_codex":[0.9998952,0.00001799314,0.000004733222,0.00001985083,0.00002765736,0.00003446339],"domain_scores_gemma":[0.9994901,0.0003078308,0.00007727696,0.00001895219,0.0000635083,0.00004222503],"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":[0.0002715247,0.00008224574,0.002732703,0.0001427839,0.00003054645,0.0002660019,0.0001224051,0.9539238,0.03348524,0.004954026,0.0002739857,0.003714878],"study_design_scores_gemma":[0.00001491782,0.00002428269,0.0003739557,0.000003206155,0.000004904104,0.00001044427,0.00001756465,0.9964065,0.00285006,0.000200081,0.0000883161,0.000005668444],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9631247,0.0002634763,0.02671348,0.0002335252,0.00004064125,0.00003968091,0.0001812486,0.0001617971,0.009241394],"genre_scores_gemma":[0.9939961,0.00005204385,0.00479812,0.00001803304,0.000003655938,0.00002185002,0.00004092733,0.00001350683,0.001055663],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006943272,"threshold_uncertainty_score":0.01380575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003187865105388735,"score_gpt":0.2169285633959426,"score_spread":0.2137406982905539,"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."}}