{"id":"W4241361057","doi":"10.5383/ijtee.06.02.005","title":"Demonstrating of a Standing Wave - Thermoacoustic Refrigerator","year":2013,"lang":"en","type":"article","venue":"International Journal of Thermal and Environmental Engineering","topic":"Advanced Thermodynamic Systems and Engines","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Refrigerator car; Stack (abstract data type); Standing wave; tar (computing); Thermoacoustics; Acoustics; Computational fluid dynamics; Thermoacoustic heat engine; Mechanical engineering; Materials science; Computer science; Engineering; Physics; Aerospace engineering","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":[0.00006239935,0.0001057296,0.0001441705,0.0000794698,0.00001168791,0.00001795363,0.00009399636,0.00003354355,0.00007327936],"category_scores_gemma":[0.000007468975,0.00008936581,0.00005070196,0.00002146731,0.00002035938,0.0002395177,0.00002145199,0.0001030488,0.000001650596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006400728,"about_ca_system_score_gemma":0.00000250458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003830533,"about_ca_topic_score_gemma":1.089504e-7,"domain_scores_codex":[0.9993694,0.000004407236,0.0003056698,0.00004837574,0.000169169,0.0001029369],"domain_scores_gemma":[0.9997824,0.00003245774,0.0000765972,0.00004317615,0.00001317902,0.0000521881],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000004092605,0.000008056883,0.0002965478,0.00001913663,0.0001150382,0.00001098727,0.0001585272,0.30678,0.6823117,0.00004132968,0.000004096462,0.01025045],"study_design_scores_gemma":[0.0006321673,0.00006988605,0.01316947,0.0002987862,0.00002612908,0.0004211421,0.0006638049,0.9627078,0.02148737,0.0001202299,0.0001432693,0.0002599107],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9816365,0.0007144569,0.01689484,0.000008427346,0.0004541785,0.00004101548,0.000008579071,0.00001749652,0.0002244787],"genre_scores_gemma":[0.9978005,0.0001165456,0.001889633,0.000004274919,0.0001514144,0.000002389152,0.000001388554,0.00002119607,0.00001260706],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6608244,"threshold_uncertainty_score":0.3644232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003780906065651289,"score_gpt":0.1603571890136763,"score_spread":0.156576282948025,"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."}}