{"id":"W4401862289","doi":"10.23977/jemm.2024.090208","title":"Analysis of influence of running time on heat transfer efficiency of buried tube heat exchanger under different working conditions","year":2024,"lang":"en","type":"article","venue":"Journal of Engineering Mechanics and Machinery","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Heat exchanger; Tube (container); Heat transfer; Mechanics; Concentric tube heat exchanger; Materials science; Shell and tube heat exchanger; Environmental science; Mechanical engineering; Nuclear engineering; Engineering; Composite material; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006097194,0.000530723,0.0004525052,0.0005654729,0.0002717328,0.000459224,0.0003275468,0.0003786247,0.001375953],"category_scores_gemma":[0.002235284,0.0002142537,0.0004612039,0.0006435188,0.000302364,0.000760055,0.0001680654,0.0003132737,0.0002444145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002643568,"about_ca_system_score_gemma":0.000233031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001556778,"about_ca_topic_score_gemma":0.001236808,"domain_scores_codex":[0.9994067,0.00009035345,0.00003447538,0.0001413965,0.0001850495,0.0001421167],"domain_scores_gemma":[0.9978676,0.001426561,0.0001629599,0.0001368749,0.0003373283,0.00006857594],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.005596397,0.0005370165,0.06604543,0.0008967789,0.0002721436,0.0007678451,0.0006273966,0.2510164,0.5438966,0.0006576997,0.001198798,0.1284875],"study_design_scores_gemma":[0.00007675391,0.002089916,0.1344618,0.00002851388,0.0003399891,0.0002509488,0.0003812037,0.3508071,0.5097392,0.0003138458,0.00138541,0.0001252634],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930487,0.000376234,0.005459619,0.00002498416,0.00001640282,0.000006517532,0.0001021021,0.0001547651,0.0008105427],"genre_scores_gemma":[0.998427,0.00008895771,0.0009312825,0.000004887493,0.000004493475,0.000007982286,0.00009892636,0.00004581951,0.0003905392],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001556778,"threshold_uncertainty_score":0.004602969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00753934401468554,"score_gpt":0.2111919801002269,"score_spread":0.2036526360855414,"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."}}