{"id":"W2029355186","doi":"10.1002/cjce.22169","title":"A numerical study of heat transfer in a turbulent pulsating impinging jet","year":2015,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Heat Transfer Mechanisms","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Mechanics; Jet (fluid); Heat transfer; Turbulence; Reynolds number; Amplitude; Nozzle; Oscillation (cell signaling); Physics; Heat transfer enhancement; Flow (mathematics); Thermodynamics; Optics; Chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0003119998,0.0003826091,0.0006527752,0.0003575062,0.0006780719,0.0007232674,0.0005981144,0.001068878,0.001127666],"category_scores_gemma":[0.001136026,0.0002237741,0.0004964302,0.0005231131,0.0009479626,0.0004286557,0.0003569975,0.0004637853,0.00008023217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005605309,"about_ca_system_score_gemma":0.0006985588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00830262,"about_ca_topic_score_gemma":0.002489454,"domain_scores_codex":[0.999867,0.00002963289,0.00000814088,0.00002180155,0.00004248189,0.00003110058],"domain_scores_gemma":[0.9995512,0.0002779617,0.00005733428,0.00002285475,0.00005827284,0.00003232761],"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":[0.0001273063,0.00007675522,0.002693241,0.0001163083,0.00002097061,0.0003530999,0.000118396,0.9695787,0.02045889,0.00244461,0.0001117301,0.003899954],"study_design_scores_gemma":[0.00001167043,0.0000536843,0.0005393529,0.000003187134,0.000004385287,0.00001976284,0.00001606018,0.9975768,0.001510315,0.0001632471,0.00009660907,0.000004977016],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9366438,0.0003400725,0.05608733,0.0001776871,0.00006113612,0.00006180595,0.00009711005,0.0001404991,0.006390523],"genre_scores_gemma":[0.9894947,0.0001157158,0.009064686,0.00001557248,0.00001065581,0.00004063798,0.00004051022,0.00001181091,0.001205623],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00830262,"threshold_uncertainty_score":0.01650858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01709431098026594,"score_gpt":0.2039990485989182,"score_spread":0.1869047376186523,"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."}}