{"id":"W4296085635","doi":"","title":"Mixed convection with flow reversal in entrance region of inclined tube","year":2005,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Nanofluid Flow and Heat Transfer","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Tube (container); Mechanics; Flow (mathematics); Combined forced and natural convection; Convection; Materials science; Geology; Physics; Natural convection; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001588237,0.0003161191,0.0005372469,0.0003183669,0.0004512145,0.000899096,0.0004265536,0.0005148982,0.002047707],"category_scores_gemma":[0.0005818923,0.0001946095,0.0003553202,0.0001628959,0.0006685854,0.0003743286,0.0006122969,0.0004976324,0.0001786184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003459583,"about_ca_system_score_gemma":0.0003038748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004850703,"about_ca_topic_score_gemma":0.0002695966,"domain_scores_codex":[0.9998734,0.00002859365,0.000005136518,0.00003123576,0.00002878789,0.00003276047],"domain_scores_gemma":[0.999768,0.00004451207,0.00005234181,0.00002211955,0.00003385157,0.0000792928],"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":[0.004527611,0.0006366242,0.02297143,0.0005018514,0.0001399392,0.005638912,0.0005974559,0.1076813,0.7882296,0.04028875,0.002841838,0.02594465],"study_design_scores_gemma":[0.000332281,0.0009496628,0.03077028,0.00003551664,0.00007014579,0.001736921,0.0002167864,0.8137622,0.1427717,0.006860688,0.002415484,0.00007839214],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9792759,0.0003263867,0.01461097,0.0001141305,0.00008426144,0.00004199675,0.00006696383,0.0001862625,0.005293028],"genre_scores_gemma":[0.9966643,0.0000316115,0.00146037,0.000008691811,0.00002568879,0.000006549064,0.00002957038,0.00001379489,0.001759527],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002047707,"threshold_uncertainty_score":0.006850302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01152423050765571,"score_gpt":0.1915477265906205,"score_spread":0.1800234960829648,"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."}}