{"id":"W4384129924","doi":"10.1109/itherm55368.2023.10177542","title":"Implementation of a Topologically Optimized Heat Sink for Non-Uniform Heat Fluxes in an Electric-Vehicle Fast-Charger","year":2023,"lang":"en","type":"article","venue":"","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Heat sink; Thermal resistance; Materials science; Thermal; Sink (geography); Heat flux; Heat spreader; Junction temperature; Aluminium; Heat transfer; Mechanical engineering; Nuclear engineering; Mechanics; Thermodynamics; Composite material; 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":[0.000153623,0.0003992181,0.0003054453,0.0003161375,0.0001898224,0.0003795792,0.0008113392,0.0003088797,0.0008796121],"category_scores_gemma":[0.0003115605,0.0001866245,0.0002353323,0.0001901009,0.0002496947,0.0004804987,0.0002382449,0.0002367481,0.0003235956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003559332,"about_ca_system_score_gemma":0.0004418119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002968575,"about_ca_topic_score_gemma":0.0006252597,"domain_scores_codex":[0.9998841,0.00001088143,0.000007113805,0.00002866645,0.00004558564,0.00002365601],"domain_scores_gemma":[0.9998267,0.00001814987,0.00006355611,0.00002645565,0.00005265932,0.00001243375],"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":[0.0001229589,0.00007199038,0.0004663026,0.0001814468,0.00001751795,0.0001177085,0.00003974693,0.02468275,0.9602358,0.002431802,0.0005260315,0.01110607],"study_design_scores_gemma":[0.00004326565,0.0005114131,0.001223721,0.00001249673,0.00003290821,0.0001619445,0.00002936418,0.1394197,0.853637,0.0003610521,0.004533452,0.00003378004],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8198882,0.0003394205,0.1710269,0.0001769034,0.0001982502,0.0001067373,0.0002397747,0.001755459,0.006268221],"genre_scores_gemma":[0.9543406,0.00008182914,0.04394947,0.0000167971,0.000009761612,0.0000491586,0.00008058878,0.00006953848,0.001402256],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008796121,"threshold_uncertainty_score":0.002942622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01647379391878102,"score_gpt":0.27867402807178,"score_spread":0.262200234152999,"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."}}