{"id":"W3127733854","doi":"10.1515/ijcre-2020-0170","title":"Forced convection heat transfer study of a blunt-headed cylinder in non-Newtonian power-law fluids","year":2021,"lang":"en","type":"article","venue":"International Journal of Chemical Reactor Engineering","topic":"Fluid Dynamics and Vibration Analysis","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Nusselt number; Drag coefficient; Prandtl number; Mechanics; Heat transfer coefficient; Thermodynamics; Forced convection; Heat transfer; Reynolds number; Convective heat transfer; Churchill–Bernstein equation; Drag; Materials science; Physics; Turbulence","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":[0.000113478,0.0001443327,0.0003116369,0.0002471111,0.000003081525,0.00003662434,0.0001866058,0.00009099548,0.00006290033],"category_scores_gemma":[0.00006561841,0.0001492789,0.0001623877,0.000224847,0.00001066463,0.000211582,0.00001762633,0.0003137688,0.00000112653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002000274,"about_ca_system_score_gemma":0.00002411765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002727434,"about_ca_topic_score_gemma":0.0000192882,"domain_scores_codex":[0.9986279,0.0000103052,0.0006828816,0.0001105852,0.0004299062,0.0001384065],"domain_scores_gemma":[0.9994127,0.00007399244,0.00002448051,0.0001023358,0.0002972548,0.00008924391],"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":[0.00003780479,0.0001513557,0.0003041101,0.00001653467,0.0003017978,0.00005683678,0.0005178142,0.04587812,0.9524506,0.0002061884,0.000008740369,0.00007010232],"study_design_scores_gemma":[0.001374298,0.00005069224,0.0005899247,0.00009688507,0.00003080494,0.00005226432,0.0001550292,0.3251075,0.6723171,0.00001280928,0.00008558681,0.0001270062],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.959361,0.00006984357,0.0396407,0.00007383666,0.0005360385,0.00005392516,0.000005091381,0.00002027966,0.0002393447],"genre_scores_gemma":[0.9992853,0.00002174094,0.0005216339,0.00002331377,0.0001065499,0.000002971698,0.000008704082,0.00002713578,0.000002591378],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2801334,"threshold_uncertainty_score":0.6087418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00574675518311976,"score_gpt":0.2242674083507506,"score_spread":0.2185206531676309,"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."}}