{"id":"W2106686499","doi":"10.1115/1.4001626","title":"A Novel Approach to Low Profile Heat Sink Design","year":2010,"lang":"en","type":"article","venue":"Journal of Heat Transfer","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Heat sink; Forced convection; Heat transfer; Mechanical engineering; Convection; Passive cooling; Materials science; Computer science; Mechanics; Environmental science; 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":[0.0002562978,0.0005168223,0.000316646,0.0003199909,0.000375628,0.0007506254,0.0009914562,0.000416728,0.002571763],"category_scores_gemma":[0.0005293872,0.0002868429,0.0004685647,0.0001796941,0.0004243074,0.0006209615,0.0005466497,0.0007293768,0.0008785889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000380814,"about_ca_system_score_gemma":0.0006440173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002798748,"about_ca_topic_score_gemma":0.0005829083,"domain_scores_codex":[0.9997841,0.00003303087,0.000008703168,0.00004411823,0.0001092098,0.00002095289],"domain_scores_gemma":[0.999828,0.00003448419,0.00002574479,0.00003817176,0.00006395671,0.00000960432],"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":[0.0001512672,0.0001209472,0.0007889096,0.0005897271,0.00004398221,0.0001920674,0.0001831416,0.102987,0.6024173,0.09457514,0.003092667,0.1948579],"study_design_scores_gemma":[0.00007471109,0.000665654,0.0007858115,0.0000877257,0.00007408234,0.0009268077,0.00006618821,0.5183119,0.3502987,0.03058749,0.09805199,0.00006898638],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0145192,0.0001414606,0.9752328,0.00008977095,0.00006726336,0.0000754019,0.00003271721,0.0003813923,0.009460107],"genre_scores_gemma":[0.2071561,0.0002906249,0.781439,0.0001048091,0.00004686315,0.0001581761,0.0000920328,0.0001659916,0.01054642],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002571763,"threshold_uncertainty_score":0.008603394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01692381254724275,"score_gpt":0.2124768504041646,"score_spread":0.1955530378569218,"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."}}