{"id":"W4381785378","doi":"10.1109/tcpmt.2023.3288612","title":"Jet Impingement Heat Sinks With Application Toward Power Electronics Cooling: A Review","year":2023,"lang":"en","type":"review","venue":"IEEE Transactions on Components Packaging and Manufacturing Technology","topic":"Heat Transfer Mechanisms","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Heat sink; Electronics; Electronics cooling; Computer cooling; Active cooling; Power electronics; Mechanical engineering; Heat transfer; Jet (fluid); Reliability (semiconductor); Passive cooling; Water cooling; Computer science; Automotive industry; Automotive engineering; Materials science; Thermal management of electronic devices and systems; Power (physics); Aerospace engineering; Electrical engineering; Engineering; Mechanics; Physics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000234032,0.0008644789,0.001669983,0.001003192,0.000208527,0.00004991419,0.0004401944,0.0005827644,0.0000140278],"category_scores_gemma":[0.00000178647,0.0007568687,0.0002374378,0.0005110244,0.00008569472,0.00007666664,0.000007939476,0.001648933,0.0001221906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000394587,"about_ca_system_score_gemma":0.00005837436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001106609,"about_ca_topic_score_gemma":0.00001660989,"domain_scores_codex":[0.9973395,0.00005727845,0.0007084081,0.0007907818,0.0002967104,0.0008073444],"domain_scores_gemma":[0.9988307,0.0000907656,0.00006429075,0.0008346452,0.00002864383,0.0001509878],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001332882,0.0000971422,1.016013e-7,0.0511839,0.0009948233,0.00004450903,0.00005009848,0.001193992,0.0001425572,0.0001061633,0.0001076369,0.9460657],"study_design_scores_gemma":[0.0006854148,0.0003398688,6.78658e-7,0.06201342,0.00200977,0.0004832298,0.00002438552,0.0008737747,0.01197792,0.0002305003,0.9196864,0.001674587],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001158705,0.6245351,0.3706158,0.000174866,0.0003136189,0.001420133,0.00005151814,0.002741332,0.00003166592],"genre_scores_gemma":[0.0128045,0.9852585,0.0005333964,0.00006250632,0.00002242915,0.0009698182,0.00004933254,0.0002763061,0.00002323517],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9443911,"threshold_uncertainty_score":0.9994882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02900197806166171,"score_gpt":0.2692932307040659,"score_spread":0.2402912526424042,"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."}}