{"id":"W3177648045","doi":"10.3390/fluids6070243","title":"Onset of Linear and Nonlinear Thermosolutal Convection with Soret and Dufour Effects in a Porous Collector under a Uniform Magnetic Field","year":2021,"lang":"en","type":"article","venue":"Fluids","topic":"Field-Flow Fractionation Techniques","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Thermophoresis; Convection; Rayleigh number; Mechanics; Lewis number; Mass transfer; Natural convection; Heat transfer; Materials science; Buoyancy; Thermodynamics; Adiabatic process; Porous medium; Convective heat transfer; Combined forced and natural convection; Physics; Porosity; Nanofluid; Composite material","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":[0.00004724118,0.00007982823,0.0001192983,0.00007379566,0.00001950864,0.00001081893,0.00002123016,0.00008972652,0.00005432454],"category_scores_gemma":[0.00005446809,0.00007679878,0.00001022955,0.0001684446,0.0000219931,0.00006045014,0.00001420386,0.0001205314,9.377191e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002437426,"about_ca_system_score_gemma":0.00002824677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006498819,"about_ca_topic_score_gemma":0.0002087583,"domain_scores_codex":[0.9996144,0.00001699653,0.0001096038,0.00009856638,0.00007485651,0.00008562045],"domain_scores_gemma":[0.9996604,0.0001820657,0.0000117441,0.00008211227,0.00003825865,0.00002546388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001329911,0.0009439833,0.1018415,0.005608413,0.0006469242,0.001078993,0.007731736,0.01104031,0.7871436,0.005026401,0.00904765,0.06856056],"study_design_scores_gemma":[0.003409839,0.002319732,0.06063616,0.0004067546,0.00006824282,0.0004397524,0.0004376694,0.3362608,0.5934213,0.001031786,0.0009499809,0.0006180248],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989035,0.0004331904,0.009419392,0.0001382847,0.00006354479,0.0001551198,0.000007462402,0.00009804672,0.0006499985],"genre_scores_gemma":[0.9927161,0.0001169801,0.006871796,0.00007398071,0.00002282932,0.00001690051,0.000007713228,0.00001550428,0.0001582192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3252205,"threshold_uncertainty_score":0.3131763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003698171339160502,"score_gpt":0.1965924982005532,"score_spread":0.1928943268613927,"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."}}