{"id":"W4384158448","doi":"10.1109/itherm55368.2023.10177592","title":"Design and Experimental Verification of Air Cooled Server Enclosure: A Novel Approach for Heat Sink Characterization","year":2023,"lang":"en","type":"article","venue":"","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Future Earth","funders":"","keywords":"Heat sink; Electronics; Electronics cooling; Enclosure; Reliability (semiconductor); Bottleneck; Computer science; Mechanical engineering; Thermal; Electronic component; Characterization (materials science); Automotive engineering; Reliability engineering; Engineering; Materials science; Embedded system; Electrical engineering; Nanotechnology; Telecommunications","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009939551,0.00007350156,0.00009153334,0.00005682163,0.00002790127,0.000009761511,0.00003069231,0.00005508068,0.000008030128],"category_scores_gemma":[0.000003141326,0.00007378741,0.000017632,0.0001730412,0.0000102811,0.0001360871,0.000003574306,0.00002021457,0.000001443476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001555022,"about_ca_system_score_gemma":0.000006777862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002381751,"about_ca_topic_score_gemma":1.460685e-7,"domain_scores_codex":[0.9995989,0.000008688953,0.0001365565,0.0001032227,0.00006085398,0.00009176848],"domain_scores_gemma":[0.9998494,0.00001862997,0.000004335651,0.00007353636,0.00002708024,0.00002706215],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002272152,0.00002931634,0.00003585971,0.00008700501,0.00001218206,3.137451e-8,0.0004761267,0.1926445,0.8062689,0.0002255178,0.00002956063,0.0001682932],"study_design_scores_gemma":[0.0003876051,0.00002708824,0.001643218,0.000004217747,0.000005754133,4.757593e-7,0.00004328517,0.6461757,0.351627,0.000001930072,0.0000253193,0.00005842423],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1756508,0.00001328876,0.823554,0.00001739142,0.00004059314,0.0004199494,0.00001048179,0.0001818663,0.0001115612],"genre_scores_gemma":[0.9770841,0.00002259047,0.02223793,0.00001538674,0.00001814773,0.0001057663,0.0004556634,0.00002123806,0.00003917724],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8014333,"threshold_uncertainty_score":0.3008963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02754697554911094,"score_gpt":0.2278237073605485,"score_spread":0.2002767318114376,"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."}}