{"id":"W2547039148","doi":"10.1139/tcsme-2012-0025","title":"HEAT TRANSFER FROM TWO DISCRETE FLUSH-MOUNTED HEATERS SUBJECTED TO LAMINAR PULSATING AIR FLOW IN A CHANNEL","year":2012,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nusselt number; Laminar flow; Prandtl number; Mechanics; Heat transfer; Reynolds number; Fluent; Amplitude; Dimensionless quantity; Thermodynamics; Materials science; Computational fluid dynamics; Physics; Turbulence; Optics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001948226,0.0002237358,0.0002657196,0.0001039788,0.0001298558,0.00001559075,0.0001987175,0.0001746404,0.00002995667],"category_scores_gemma":[0.00001318365,0.00022184,0.0003812919,0.0005481392,0.00001435729,0.0001958055,0.000002708781,0.0003056792,0.000001544681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005307744,"about_ca_system_score_gemma":0.00005673403,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01417289,"about_ca_topic_score_gemma":0.04701165,"domain_scores_codex":[0.9987209,0.00001424992,0.0003213215,0.0001704083,0.000142632,0.0006304967],"domain_scores_gemma":[0.9992883,0.00007641435,0.000002192221,0.0002213608,0.00003202985,0.0003796692],"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":[0.000008256835,0.000008854714,0.000006727591,0.00007288449,0.00008772658,1.733283e-7,0.002207514,0.9589576,0.03823344,0.00006714373,0.000018946,0.0003307998],"study_design_scores_gemma":[0.0006705418,0.00002426072,0.0001948451,0.0001208102,0.00007234108,0.000001897767,0.0002039719,0.9175428,0.0806104,0.00001299461,0.0002780279,0.0002671484],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1586328,0.00008098327,0.8389444,0.0005193616,0.0006388196,0.000581928,0.0004499424,0.0001345403,0.00001715428],"genre_scores_gemma":[0.989693,0.00001398704,0.009810078,0.0001614662,0.0000853001,0.0001121882,0.00003892938,0.0000773696,0.000007643184],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8310602,"threshold_uncertainty_score":0.9923918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008263986924814875,"score_gpt":0.2059498432764515,"score_spread":0.1976858563516366,"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."}}