{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003513475,0.0001933913,0.0003014238,0.0001991285,0.00005346964,0.00005307524,0.000192205,0.0001536041,0.0001175743],"category_scores_gemma":[0.00001166992,0.0001623562,0.0001427306,0.0002597423,0.00002111189,0.0002707558,0.000002627187,0.0005606398,0.00002040581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000382219,"about_ca_system_score_gemma":0.00006416122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005407319,"about_ca_topic_score_gemma":0.000005157254,"domain_scores_codex":[0.9988147,0.00002282116,0.0004502506,0.0001228433,0.0002852992,0.0003041029],"domain_scores_gemma":[0.9993941,0.0000424382,0.00000156373,0.0001534975,0.0001253517,0.0002830195],"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":[0.000071769,0.0001717213,0.00002422494,0.00008559207,0.00004846188,0.000006564999,0.0007968835,0.397156,0.5997314,0.0001208045,0.0008612285,0.0009253529],"study_design_scores_gemma":[0.004658244,0.0007810562,0.00206911,0.0002319695,0.000201529,0.001165323,0.0001352683,0.3348385,0.6492475,0.00005294308,0.005634482,0.0009840125],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08625422,0.00006710614,0.9094753,0.0002127827,0.0005713472,0.0003028444,0.00001142547,0.00006726203,0.003037741],"genre_scores_gemma":[0.9294999,0.00003697843,0.06989995,0.0001584991,0.0003096567,0.00001250086,0.000003375426,0.00005728218,0.00002187176],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8432457,"threshold_uncertainty_score":0.6620692,"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."}}