{"id":"W4285404814","doi":"10.1016/j.tsep.2022.101408","title":"Characterization of a Jet Impingement Heat Sink for Power Electronics Cooling","year":2022,"lang":"en","type":"article","venue":"Thermal Science and Engineering Progress","topic":"Heat Transfer Mechanisms","field":"Engineering","cited_by":37,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Windsor","funders":"Mitacs; University of Windsor","keywords":"Heat sink; Electronics; Jet (fluid); Power electronics; Mechanical engineering; Mechanics; Materials science; Electronics cooling; Power (physics); Environmental science; Engineering; Electrical engineering; Physics; Thermodynamics","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":[0.000457311,0.00009662088,0.0001097907,0.0001014804,0.0001223979,0.0000276206,0.0001493062,0.00001723398,0.00001725928],"category_scores_gemma":[0.000005629945,0.00009880238,0.00002024963,0.0003149968,0.00003918083,0.0001459027,0.00004010021,0.00008493326,2.706767e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009160373,"about_ca_system_score_gemma":0.00003421358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.100469e-7,"about_ca_topic_score_gemma":1.551498e-7,"domain_scores_codex":[0.9991501,0.000004308784,0.0001315534,0.0001332168,0.0002447111,0.0003361418],"domain_scores_gemma":[0.9997909,0.00000956451,0.000007115415,0.00009620409,0.00003925347,0.00005693047],"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":[0.00001000363,0.00001134289,0.00002822042,0.00007411658,0.00000864541,5.792864e-7,0.000519462,0.03086864,0.9638991,0.001177218,7.82453e-7,0.003401851],"study_design_scores_gemma":[0.0003572093,0.0003163399,0.00338939,0.00002674032,0.00001467421,0.000009725922,0.00004601321,0.446144,0.5469517,0.00001440041,0.002464995,0.0002647875],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9802134,0.0002558211,0.01878624,0.00003526694,0.000226592,0.0002946335,0.00001523011,0.0001452525,0.0000275703],"genre_scores_gemma":[0.9991681,0.00001569735,0.0006276389,0.00001182586,0.00001948352,0.0001286904,0.000005397152,0.00002137382,0.000001794341],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4169475,"threshold_uncertainty_score":0.4029044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007595261309232534,"score_gpt":0.2086131591899032,"score_spread":0.2010178978806707,"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."}}