{"id":"W3046867206","doi":"10.11159/htff20.185","title":"Investigation of Heat Transfer Characteristics of a Hierarchical Manifold Microchannel Heat Sink","year":2020,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Mechanical, Chemical, and Material Engineering","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"Heat sink; Heat transfer; Microchannel; Manifold (fluid mechanics); Mechanics; Micro heat exchanger; Materials science; Computer science; Mechanical engineering; Heat transfer coefficient; Physics; Engineering","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":[0.000219368,0.0002706404,0.0002610335,0.000240132,0.0001507648,0.0001685015,0.0003225924,0.0002927473,0.0007397833],"category_scores_gemma":[0.0005329509,0.0001467156,0.000173217,0.0001805329,0.0003114197,0.0004240783,0.0001532171,0.0002020816,0.0001222277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002496387,"about_ca_system_score_gemma":0.000199512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005610812,"about_ca_topic_score_gemma":0.0004786475,"domain_scores_codex":[0.9998811,0.00001185959,0.000004951136,0.00003859858,0.00003833672,0.00002504809],"domain_scores_gemma":[0.9996655,0.0001141617,0.00007738389,0.00003001205,0.00009572829,0.00001726762],"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":[0.00009118151,0.00002459588,0.0006107738,0.000042371,0.000004091447,0.00003753537,0.00006612815,0.00242337,0.994625,0.0002009261,0.00006758486,0.001806371],"study_design_scores_gemma":[0.00001157088,0.0004692673,0.003176431,0.000003970518,0.000008920794,0.00004080214,0.00004490967,0.06256064,0.9330605,0.000066283,0.0005447169,0.00001206067],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995451,0.0001166752,0.0038418,0.00002801063,0.000009127373,0.00001044167,0.00005711794,0.0001024793,0.0003832873],"genre_scores_gemma":[0.9963712,0.00006411073,0.003146387,0.000005291966,0.000002882429,0.00001318112,0.00003897906,0.000009757618,0.000348404],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007397833,"threshold_uncertainty_score":0.002474844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009724222319483389,"score_gpt":0.1780428188723305,"score_spread":0.1683185965528471,"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."}}