{"id":"W2011742465","doi":"10.1115/icnmm2011-58257","title":"Experimental Study on Air Cooling via a Multiport Mesochannel Cross-Flow Heat Exchanger","year":2011,"lang":"en","type":"article","venue":"","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Plate fin heat exchanger; Heat exchanger; Heat spreader; Heat transfer; Micro heat exchanger; Plate heat exchanger; Mechanics; Moving bed heat exchanger; NTU method; Materials science; Heat sink; Thermodynamics; Mechanical engineering; Engineering; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004915065,0.0003567655,0.0004287895,0.0002584491,0.0005730505,0.0002630399,0.0005371212,0.0005337638,0.003153513],"category_scores_gemma":[0.0003402272,0.0001837212,0.0003236188,0.0002232528,0.0004759362,0.0005080861,0.0003084771,0.0004603316,0.0002916141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002103142,"about_ca_system_score_gemma":0.0003272497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006637005,"about_ca_topic_score_gemma":0.0008374949,"domain_scores_codex":[0.9996138,0.00004632764,0.00002148821,0.0001238492,0.0001257017,0.00006883262],"domain_scores_gemma":[0.9996265,0.00009405857,0.00006534263,0.00006440029,0.0001169464,0.00003281394],"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":[0.0003775308,0.000253085,0.001564463,0.0001638237,0.000007218624,0.0001408499,0.0001776893,0.002094288,0.9916514,0.0003100052,0.0001615921,0.003098032],"study_design_scores_gemma":[0.00005201502,0.001719058,0.006382292,0.0000147694,0.00001840737,0.00009070041,0.0001367868,0.01421012,0.9758056,0.00006388987,0.001484343,0.00002200655],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949351,0.0001066491,0.003612649,0.00003218684,0.00002758616,0.00005798004,0.0001411319,0.00007299043,0.001013679],"genre_scores_gemma":[0.9938519,0.0000899279,0.004764557,0.00001331196,0.000008582645,0.00006900261,0.00008824281,0.00001216703,0.001102343],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003153513,"threshold_uncertainty_score":0.01054955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03429677031942824,"score_gpt":0.2640406644870797,"score_spread":0.2297438941676515,"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."}}