{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005432784,0.0001763223,0.0003646819,0.0002596797,0.00001624634,0.00002566352,0.000304429,0.00007613779,0.00000972399],"category_scores_gemma":[0.0000970149,0.0001450173,0.00007892879,0.0003746234,0.00001624561,0.0001024436,0.000004586365,0.0005906302,0.000001101527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004140418,"about_ca_system_score_gemma":0.000198795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001502348,"about_ca_topic_score_gemma":0.0003598134,"domain_scores_codex":[0.9986531,0.00002478284,0.0005642694,0.00008402907,0.0002689808,0.0004048294],"domain_scores_gemma":[0.9991762,0.00006815812,0.000008238817,0.0001460666,0.00006766262,0.0005336908],"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":[0.00001056773,0.00002526207,0.0003465019,0.00005438987,0.00006334103,0.0001620292,0.007759854,0.9073102,0.08396512,0.0000868869,0.0000175839,0.0001983031],"study_design_scores_gemma":[0.003268095,0.0003681758,0.0003649028,0.0005851565,0.00009101878,0.0007388652,0.0009104497,0.5977452,0.3950856,0.0001112624,0.0001506418,0.0005806162],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992833,0.000281415,0.006317896,0.0001538968,0.0001896009,0.0001437238,0.00000155997,0.0000233954,0.00005546397],"genre_scores_gemma":[0.9995834,7.226488e-7,0.0002531144,0.00001739392,0.00009558471,0.000005103542,4.21201e-7,0.00004385918,3.772545e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3111205,"threshold_uncertainty_score":0.5913634,"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."}}