{"id":"W2043420106","doi":"10.1115/imece2012-86124","title":"A Numerical Study on Taylor Flow Heat Transfer in Square Microchannels Under Constant Wall Temperature Boundary Condition","year":2012,"lang":"en","type":"article","venue":"","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Microchannel; Heat flux; Heat transfer; Mechanics; Thermodynamics; Heat sink; Materials science; Film temperature; Heat transfer coefficient; Slug flow; Critical heat flux; Flow (mathematics); Two-phase flow; Physics; Nusselt number; Reynolds number","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":[0.0001175487,0.0002145378,0.0002229229,0.0001229215,0.0000611158,0.00004812877,0.00005852554,0.0001427813,0.0003829206],"category_scores_gemma":[0.000002337676,0.0001876102,0.00005341338,0.0002377127,0.00002009878,0.0002495139,0.000002511441,0.0002733632,0.00005912335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001211238,"about_ca_system_score_gemma":0.00001502822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002410918,"about_ca_topic_score_gemma":0.00003847551,"domain_scores_codex":[0.9989846,0.00005867805,0.0002474608,0.0001736178,0.0001639644,0.0003716712],"domain_scores_gemma":[0.9996742,0.000037574,0.000001008725,0.0001332032,0.00002401306,0.0001300168],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001959159,0.002015391,0.005336765,0.0001873387,0.0001649769,0.00003567644,0.01667387,0.9101549,0.06242258,0.0009684959,0.001259645,0.0005844231],"study_design_scores_gemma":[0.02832082,0.003752372,0.1164009,0.0006888865,0.000383327,0.0001784976,0.02205111,0.4991967,0.3187101,0.0003556594,0.004203996,0.005757565],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8746337,0.0002514968,0.1207185,0.0002444939,0.0004055051,0.0008421077,0.00004277016,0.0003379851,0.00252343],"genre_scores_gemma":[0.9991553,0.00001350985,0.0001435935,0.000409732,0.00007781124,0.00005698477,0.00008168881,0.00004260265,0.00001874064],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4109582,"threshold_uncertainty_score":0.7650523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01193800741244788,"score_gpt":0.2342335797432057,"score_spread":0.2222955723307578,"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."}}