{"id":"W2201361911","doi":"10.1115/ipack2015-48745","title":"Thermal Behavior of Aluminum Alloy Metal Foam Heat Sinks: A Computational and Experimental Approach","year":2015,"lang":"en","type":"article","venue":"","topic":"Cellular and Composite Structures","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Metal foam; Materials science; Heat sink; Image stitching; Finite element method; Thermal; Porosity; Aluminium; Porous medium; Mechanical engineering; Heat transfer; Work (physics); Composite material; Computer science; Structural engineering; Mechanics; Thermodynamics; Engineering","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":[0.00002814051,0.00008687238,0.0001083072,0.00002876381,0.00001417185,0.00001314634,0.00005031043,0.00003228709,0.00004425525],"category_scores_gemma":[5.687993e-7,0.00007550881,0.0000336819,0.00003177407,0.00003625449,0.00005530071,0.00002877571,0.00004386254,0.000001645141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001274044,"about_ca_system_score_gemma":0.000006775971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002685466,"about_ca_topic_score_gemma":8.421715e-7,"domain_scores_codex":[0.9995958,0.000008973395,0.0001009431,0.00008417327,0.0001251634,0.00008500896],"domain_scores_gemma":[0.9998466,0.000006149364,0.000005871862,0.00006289524,0.0000154386,0.00006309707],"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":[0.00003910134,0.0002015688,0.002255985,0.00003625095,0.0001389665,0.000009599822,0.002603597,0.2673102,0.7240424,0.001516281,0.0005744768,0.001271515],"study_design_scores_gemma":[0.001844272,0.0001990008,0.007829317,0.000005471506,0.00008048845,0.0001235246,0.001736125,0.4849604,0.5024055,0.00009616612,0.0002966176,0.000423096],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989168,0.000739867,0.001874292,0.00000318554,0.00007109337,0.00009273582,0.000004640972,0.00006339057,0.00798272],"genre_scores_gemma":[0.9930359,3.887779e-7,0.006829262,0.000009269996,0.0000292837,0.000009381857,0.0000288659,0.00001209215,0.0000455595],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2216369,"threshold_uncertainty_score":0.307916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01431649406126632,"score_gpt":0.2221649074433459,"score_spread":0.2078484133820796,"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."}}