{"id":"W1479962171","doi":"","title":"Design optimization of parallel plate heat exchangers in thermoacoustic devices","year":2007,"lang":"en","type":"article","venue":"Canadian acoustics","topic":"Advanced Thermodynamic Systems and Engines","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Heat exchanger; Micro heat exchanger; Refrigerator car; Stack (abstract data type); Plate heat exchanger; Regenerative heat exchanger; Thermoacoustics; Materials science; Thermodynamics; Mechanics; Plate fin heat exchanger; Thermoacoustic heat engine; Computer science; Physics","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":[0.000563523,0.0005524139,0.0006445647,0.0003971951,0.0003394349,0.0007049181,0.0007067827,0.0005202309,0.001164197],"category_scores_gemma":[0.0006779181,0.0006077978,0.0004382532,0.0003800318,0.0004373013,0.0005007715,0.0003894464,0.0003481184,0.0003317457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006541577,"about_ca_system_score_gemma":0.0005651275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000551008,"about_ca_topic_score_gemma":0.0008881133,"domain_scores_codex":[0.9997556,0.00004022907,0.000013464,0.00004546603,0.0001074043,0.00003786484],"domain_scores_gemma":[0.9997702,0.000081963,0.0000569491,0.00002257487,0.00005566825,0.00001258165],"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":[0.0002880918,0.0001342452,0.001116413,0.0005006693,0.00006412241,0.0001291698,0.00007426649,0.7519268,0.2141959,0.005021371,0.0004282768,0.02612063],"study_design_scores_gemma":[0.00006986819,0.0004223613,0.0009430375,0.00001503717,0.00004634303,0.00007430439,0.00003358348,0.8746387,0.1185573,0.001609504,0.003560669,0.00002940852],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5735536,0.002158931,0.4106006,0.0001817136,0.0001196623,0.0002241406,0.0002285326,0.0005635233,0.01236923],"genre_scores_gemma":[0.8937543,0.0006254691,0.1018196,0.00002469094,0.00001888468,0.0001899113,0.00008879345,0.00006082059,0.003417506],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001164197,"threshold_uncertainty_score":0.004746318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0122260137466626,"score_gpt":0.2015388270641458,"score_spread":0.1893128133174832,"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."}}