{"id":"W3048388632","doi":"10.1002/htj.21798","title":"Assessment of thermal characteristics of square wavy plates","year":2020,"lang":"en","type":"article","venue":"Heat Transfer","topic":"Heat Transfer Mechanisms","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Nusselt number; Prandtl number; Heat transfer; Mechanics; Heat transfer coefficient; Rayleigh number; Materials science; Rayleigh scattering; Convective heat transfer; Thermal; Square (algebra); Aspect ratio (aeronautics); Thermodynamics; Natural convection; Physics; Geometry; Reynolds number; Optics; Mathematics; Composite material; Turbulence","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00006974151,0.0001682844,0.0003730654,0.00004069818,0.00001453946,0.000005864051,0.0001315211,0.0001002119,0.0004087794],"category_scores_gemma":[0.000003056147,0.0001636328,0.0001093057,0.0001369842,0.00002834728,0.00006900723,0.000004762379,0.0001733609,0.000008928388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001692818,"about_ca_system_score_gemma":0.00002804739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006087807,"about_ca_topic_score_gemma":0.000001758919,"domain_scores_codex":[0.9990135,0.00002397656,0.0003975298,0.0001397269,0.0002134474,0.0002117994],"domain_scores_gemma":[0.9996465,0.00003987925,0.000001807001,0.0001560832,0.00003990236,0.0001158233],"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":[0.00001606294,0.00004090337,0.00132789,0.0008755742,0.0000904601,0.000008903223,0.001180821,0.001980068,0.9909016,0.002422875,0.00001334616,0.001141453],"study_design_scores_gemma":[0.0008198054,0.0003158742,0.044214,0.0001185559,0.00007665467,0.000002554457,0.0000867224,0.02635051,0.9273796,0.0000186537,0.0003487398,0.0002683306],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8963164,0.00006784124,0.1008255,0.0001420267,0.0001245553,0.0002102082,0.0001776861,0.0001441169,0.001991655],"genre_scores_gemma":[0.9991222,0.00005895829,0.000606297,0.00007287593,0.00005271593,0.00001189745,0.00002313638,0.00005041201,0.000001522308],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1028058,"threshold_uncertainty_score":0.6672751,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01776571292049837,"score_gpt":0.224441944105264,"score_spread":0.2066762311847656,"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."}}