{"id":"W4297601273","doi":"","title":"Natural convection of nanofluids in cavity including the Soret effect","year":2009,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Nanofluid Flow and Heat Transfer","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Moncton","funders":"","keywords":"Nanofluid; Thermophoresis; Natural convection; Convection; Mechanics; Materials science; Environmental science; Physics; 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":[0.0004974586,0.0006461478,0.001444126,0.0003974156,0.0005413917,0.0008845368,0.0006365885,0.001277251,0.001726627],"category_scores_gemma":[0.002150632,0.0003499101,0.0008086097,0.0002379876,0.001635693,0.001360283,0.001228771,0.0008380022,0.0001731598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000385473,"about_ca_system_score_gemma":0.0005165273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006650828,"about_ca_topic_score_gemma":0.0004137123,"domain_scores_codex":[0.999702,0.0001280522,0.000007848692,0.0000545814,0.0000579187,0.00004956884],"domain_scores_gemma":[0.9992085,0.0004611853,0.00007378128,0.00005574101,0.0001020688,0.00009881984],"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":[0.001906477,0.0004298014,0.003750911,0.001743409,0.0002005358,0.002767989,0.001027907,0.4588479,0.3409971,0.1540234,0.006796079,0.02750859],"study_design_scores_gemma":[0.0001402686,0.0001277047,0.00162161,0.00002429715,0.0000190812,0.0002359021,0.00003645559,0.9715542,0.01148252,0.01345427,0.001257871,0.0000457928],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8398634,0.002856606,0.1258463,0.001254636,0.0009851721,0.0001869833,0.0001374568,0.0005301176,0.02833937],"genre_scores_gemma":[0.9871618,0.0004559077,0.004718357,0.00006090433,0.00020205,0.00005172029,0.00003848095,0.00008495124,0.007225877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001726627,"threshold_uncertainty_score":0.005776167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008699510715392827,"score_gpt":0.2152982013293744,"score_spread":0.2065986906139816,"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."}}