{"id":"W7000367826","doi":"","title":"Experimental measurement of thermal-hydraulic characteristics at low Reynolds number in wavy fin heat exchangers","year":2009,"lang":"en","type":"dissertation","venue":"Memorial University Research Repository (Memorial University)","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Reynolds number; Waviness; Prandtl number; Heat transfer; Fin; Laminar flow; Pressure drop; Heat exchanger; Boundary layer; Nusselt number","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006311545,0.0005086038,0.0007957711,0.001237538,0.0004665676,0.00006341396,0.0008461202,0.000857499,0.0001674946],"category_scores_gemma":[0.00004324687,0.0006821933,0.0003001898,0.001314756,0.0001642548,0.0004808951,0.0001121539,0.0009873115,0.0000395164],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004986925,"about_ca_system_score_gemma":0.0005590667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001226611,"about_ca_topic_score_gemma":0.0007761366,"domain_scores_codex":[0.9959058,0.0006190446,0.0004714685,0.0006947868,0.001517182,0.0007917154],"domain_scores_gemma":[0.9983248,0.00009995461,0.00007705129,0.0005593249,0.0006080319,0.000330867],"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":[0.01494269,0.00123132,0.0007415001,0.001694974,0.0006522656,0.004483196,0.01195809,0.01048499,0.945409,0.0004021613,0.006201724,0.00179812],"study_design_scores_gemma":[0.01190664,0.0009964743,0.007511629,0.001741366,0.0003950706,0.00002197422,0.009686234,0.003476195,0.9204295,0.00001237857,0.04142571,0.00239686],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9191398,0.0001040511,0.00005709181,0.00001582597,0.006208025,0.00092566,0.0000571294,0.0001727047,0.07331971],"genre_scores_gemma":[0.9877845,0.0003782977,0.00005566336,0.000002659127,0.001510463,0.000001260912,0.0004154295,0.00007766505,0.009774068],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06864469,"threshold_uncertainty_score":0.9995629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02232989206286475,"score_gpt":0.2418431087825718,"score_spread":0.219513216719707,"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."}}