{"id":"W4245528489","doi":"10.1615/tfec2021.fnd.036652","title":"A NUMERICAL STUDY OF ASSISTING MIXED CONVECTIVE HEAT TRANSFER FROM NARROW ISOTHERMAL INCLINED FLAT PLATES","year":2021,"lang":"en","type":"article","venue":"Proceeding of 5-6th Thermal and Fluids Engineering Conference (TFEC)","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Isothermal process; Convection; Heat transfer; Materials science; Mechanics; Convective heat transfer; Thermodynamics; Physics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001330409,0.0003068641,0.000546011,0.0001074982,0.00005843228,0.00004236706,0.0001350351,0.0001277524,0.0000886034],"category_scores_gemma":[0.00004547721,0.0003059525,0.0000718985,0.0002801229,0.00004075261,0.0002222354,0.0000256536,0.0002667536,0.000001083503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002466127,"about_ca_system_score_gemma":0.0000415756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009207071,"about_ca_topic_score_gemma":0.00000437202,"domain_scores_codex":[0.9986479,0.00002222217,0.0004970657,0.0003069717,0.0002242107,0.0003016252],"domain_scores_gemma":[0.9994136,0.0001291939,0.00001110228,0.0001204327,0.0002074583,0.0001181966],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005518743,0.0001315483,0.01693473,0.000466875,0.0002211986,0.000008939924,0.008425659,0.1207884,0.8515803,0.0001803346,0.000002980123,0.001203901],"study_design_scores_gemma":[0.001453072,0.0002325957,0.02517103,0.0002679207,0.0001112196,0.000006018646,0.001015332,0.5646159,0.4067231,0.00001504633,0.000005967427,0.0003827896],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9309947,0.0004305858,0.06761559,0.00002129779,0.0001759528,0.0002216245,0.00002334182,0.0001812313,0.0003356229],"genre_scores_gemma":[0.9989284,0.0000281462,0.0008458412,0.000005647887,0.00008484039,0.00002800842,0.00001735578,0.00005478394,0.00000697775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4448572,"threshold_uncertainty_score":0.9999393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0161748743595044,"score_gpt":0.2095112721462611,"score_spread":0.1933363977867567,"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."}}