{"id":"W4417095480","doi":"10.1016/j.apacoust.2025.111175","title":"Aeroacoustic impact of heat exchanger installation in an industrial engine cooling module","year":2025,"lang":"en","type":"article","venue":"Applied Acoustics","topic":"Aerodynamics and Acoustics in Jet Flows","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Heat exchanger; Internal combustion engine cooling; Heat engine; Water cooling; Jet engine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002900826,0.0003768742,0.0004569569,0.0002411286,0.0003534042,0.0006282619,0.0004563063,0.0008153267,0.001558577],"category_scores_gemma":[0.0009754638,0.0002363185,0.0003920263,0.0002049584,0.0006609713,0.0003800095,0.00047745,0.0004368784,0.0001504919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004127991,"about_ca_system_score_gemma":0.0005215346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006428264,"about_ca_topic_score_gemma":0.003394137,"domain_scores_codex":[0.9998417,0.00003423461,0.000005323187,0.00002379339,0.00004437201,0.00005050532],"domain_scores_gemma":[0.9995407,0.000299828,0.00004090367,0.00002734573,0.00004704191,0.00004420005],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002594954,0.0001095679,0.006796647,0.00004898673,0.00002042766,0.0003109334,0.00006026672,0.9684983,0.02059718,0.0004728898,0.0001198978,0.002705288],"study_design_scores_gemma":[0.00006790944,0.0002998892,0.006147037,0.00001231244,0.00002137731,0.00006219911,0.00008291139,0.9799883,0.0128842,0.0001648841,0.0002471406,0.00002177244],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992075,0.0000497097,0.005079973,0.00004452924,0.00001651017,0.0000109862,0.00007509112,0.0001185446,0.002529654],"genre_scores_gemma":[0.9992332,0.00001645787,0.0004850274,0.000006086729,0.000001721059,0.000003630235,0.00002518835,0.000009894407,0.0002188664],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006428264,"threshold_uncertainty_score":0.01278174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01510420450461677,"score_gpt":0.2485313507434855,"score_spread":0.2334271462388687,"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."}}