{"id":"W2802426462","doi":"10.1139/tcsme-2004-0038","title":"EFFECTS OF INNER CORRUGATED TUBES ON HEAT TRANSFER IN THE ANNULAR TUBE","year":2004,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Engineering Applied Research","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tube (container); Heat transfer; Mechanics; Materials science; Acoustics; 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":[0.0004036043,0.000346945,0.0003399758,0.000217884,0.0002557569,0.0004150301,0.0002114902,0.000178646,0.0006817267],"category_scores_gemma":[0.001767276,0.0001969409,0.000210506,0.0001970001,0.0004908983,0.000289755,0.0002454689,0.0002994875,0.0001412662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002114893,"about_ca_system_score_gemma":0.0001630118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006104384,"about_ca_topic_score_gemma":0.0004823306,"domain_scores_codex":[0.9997544,0.00005414476,0.00001887002,0.00004499426,0.00004758136,0.00008014029],"domain_scores_gemma":[0.9986672,0.0007029681,0.0002642201,0.0001168794,0.0001566182,0.00009206551],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007857178,0.0000552782,0.002504833,0.00013152,0.00001118599,0.0001681297,0.0002079386,0.009398621,0.9781963,0.000333977,0.00005435257,0.008152198],"study_design_scores_gemma":[0.00001303929,0.001081887,0.008992322,0.00001162563,0.00004001499,0.00009472519,0.00006724855,0.01559444,0.9733949,0.00005494977,0.0006357423,0.0000191421],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985617,0.0001187911,0.001063427,0.000004809671,0.000004970682,0.000002332132,0.00001085809,0.00003589258,0.0001972837],"genre_scores_gemma":[0.9989265,0.00006647953,0.0008659744,0.000004140209,0.000003853832,0.000003986467,0.00001416109,0.000007780784,0.000107134],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006817267,"threshold_uncertainty_score":0.002280593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006495971985216341,"score_gpt":0.1959705286229603,"score_spread":0.189474556637744,"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."}}