{"id":"W1997668454","doi":"10.1115/1.2241974","title":"Transient Response of Two-Phase Heat Exchanger With Varying Convection Coefficients","year":2006,"lang":"en","type":"article","venue":"Journal of Heat Transfer","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Honeywell (Canada); Ontario Tech University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Mechanics; Heat exchanger; Convection; Thermodynamics; Laplace transform; Plate heat exchanger; Materials science; Mathematics; Physics; Mathematical analysis","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004104557,0.0001828696,0.0003436572,0.0002988161,0.00005162368,0.00001988538,0.00008334061,0.00007815834,0.00008884181],"category_scores_gemma":[0.000002931397,0.0001485189,0.0001382049,0.0003222563,0.00004516143,0.0002372423,9.935382e-7,0.0002151638,0.000001855517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008192461,"about_ca_system_score_gemma":0.00004903671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002533896,"about_ca_topic_score_gemma":0.00001360255,"domain_scores_codex":[0.998594,0.00008973556,0.0005950908,0.0001067273,0.0003716332,0.0002428283],"domain_scores_gemma":[0.9995383,0.00007083949,0.000005133678,0.000108807,0.0001746725,0.000102221],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002027209,0.0002400505,0.0001103664,0.00009372969,0.00005566452,0.00004292262,0.0007637832,0.6229115,0.3733519,0.00001651932,0.00008318103,0.0003032373],"study_design_scores_gemma":[0.02125766,0.002676831,0.00210992,0.0005818711,0.0003776084,0.0006064444,0.0001122499,0.09623327,0.874413,0.00001687392,0.001096415,0.0005178939],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5532148,0.0002675237,0.4458312,0.00006984377,0.0001799078,0.0001147362,0.00001167233,0.00002747167,0.0002828035],"genre_scores_gemma":[0.9991804,0.00008527878,0.0005355941,0.0000310195,0.000104126,0.000003509305,0.00000588803,0.00004295674,0.00001123735],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5266781,"threshold_uncertainty_score":0.6056423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0109664671099366,"score_gpt":0.2375777159718196,"score_spread":0.226611248861883,"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."}}