{"id":"W2089215033","doi":"10.1115/icmm2004-2396","title":"Design of Micro Heat Spreaders for Electronic Cooling","year":2004,"lang":"en","type":"article","venue":"","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Materials science; Deflection (physics); Finite element method; Fabrication; Mechanical engineering; Heat sink; Membrane; Silicon on insulator; Silicon; Reynolds number; Mechanics; Structural engineering; Engineering; Optoelectronics; Optics; 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":[0.000251845,0.0003066726,0.0002279537,0.0002871723,0.0002149533,0.0003610071,0.0005970744,0.0003670832,0.001432863],"category_scores_gemma":[0.000339695,0.0002733102,0.0001833823,0.0001340293,0.0002778783,0.0004901558,0.0002352756,0.0002673291,0.0004154272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004118569,"about_ca_system_score_gemma":0.0003305524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002288006,"about_ca_topic_score_gemma":0.0005030548,"domain_scores_codex":[0.9998518,0.00001438081,0.000006309543,0.0000329241,0.00007645751,0.00001815829],"domain_scores_gemma":[0.9998463,0.00005047797,0.00003609036,0.00001152966,0.00004559917,0.000009841811],"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":[0.0001457084,0.00004821478,0.0004359022,0.0002366852,0.00002664797,0.00007937743,0.00007407396,0.04301913,0.8849741,0.01068367,0.0007703025,0.05950608],"study_design_scores_gemma":[0.0001277375,0.000569462,0.001471516,0.00005539606,0.00003686441,0.0002239357,0.0000503395,0.3444949,0.6217837,0.002405391,0.02873217,0.00004863607],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2287876,0.003083864,0.7563691,0.0003230977,0.0002439971,0.0002870086,0.0001447452,0.0009004339,0.00986004],"genre_scores_gemma":[0.7332368,0.00102008,0.259017,0.00005651745,0.00007954397,0.0002707735,0.00006601336,0.0000619625,0.006191208],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001432863,"threshold_uncertainty_score":0.004793406,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01365566468917603,"score_gpt":0.2110943785338787,"score_spread":0.1974387138447027,"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."}}