{"id":"W2016612282","doi":"10.1115/ht2008-56458","title":"Validation of Dynamic Models for an Air-Cooled CPU Chip Cooling Device","year":2008,"lang":"en","type":"article","venue":"","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Computational fluid dynamics; Chip; Temperature control; Water cooling; Thermal; Computer science; Mechanical engineering; Simulation; Engineering; Aerospace engineering; Thermodynamics; 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":[0.0008316202,0.0005462804,0.0005677568,0.0003712998,0.0004531127,0.0007389283,0.0008846611,0.0006137006,0.002455842],"category_scores_gemma":[0.002233753,0.0003549307,0.0005836135,0.0001717958,0.0006968324,0.0006289195,0.0004761361,0.0006039165,0.000489848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008195446,"about_ca_system_score_gemma":0.001746416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007034941,"about_ca_topic_score_gemma":0.003628138,"domain_scores_codex":[0.9993451,0.0001102763,0.00004031743,0.0001083097,0.000328802,0.00006723504],"domain_scores_gemma":[0.9990114,0.0004832193,0.00007907594,0.000158681,0.0002442486,0.00002337295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001292701,0.0001103375,0.00137187,0.0002526432,0.00003185391,0.00006892693,0.0001338485,0.9031635,0.0767574,0.002422901,0.0004022296,0.01515517],"study_design_scores_gemma":[0.00002596123,0.000149792,0.0005607354,0.00001262765,0.000008815064,0.00001850454,0.00001724099,0.9469464,0.05063068,0.0001906251,0.001424903,0.00001364216],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3453735,0.000294545,0.6445176,0.0001908412,0.0001179844,0.0003392851,0.0004272477,0.001379211,0.007359733],"genre_scores_gemma":[0.9645766,0.000141816,0.03204471,0.0000271927,0.000007902276,0.0003817187,0.0002546888,0.00006625505,0.002499157],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007034941,"threshold_uncertainty_score":0.01398796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02779796450910605,"score_gpt":0.2435015627441481,"score_spread":0.2157035982350421,"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."}}