{"id":"W1994308014","doi":"10.2514/1.t2337tc","title":"Comment on \"Cooling Fin Design\"","year":2008,"lang":"en","type":"article","venue":"Journal of Thermophysics and Heat Transfer","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Fin; Thermodynamics; Thermal conduction; Heat transfer; Boundary value problem; Mechanics; Materials science; Heat transfer coefficient; Thermal conductivity; Physics; Mathematics; Mathematical analysis","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":[0.00009239031,0.0001077848,0.0001839278,0.00005179307,0.00006879154,0.00001286648,0.00005711686,0.00004302104,0.0000170023],"category_scores_gemma":[0.000001003422,0.00008706464,0.00007747029,0.00006195794,0.00001924756,0.00009534938,0.000001282378,0.0001784474,0.000002564033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002166816,"about_ca_system_score_gemma":0.00001437023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001775801,"about_ca_topic_score_gemma":1.813809e-7,"domain_scores_codex":[0.9994539,0.00002325135,0.0002141396,0.00005150352,0.0001349981,0.000122232],"domain_scores_gemma":[0.9997786,0.00004774072,0.000002042832,0.00005980594,0.00003432009,0.00007748981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004202307,0.0002708686,0.000125399,0.0001236222,0.000289633,0.0001120396,0.006201121,0.8941458,0.0829588,0.002473565,0.002499628,0.01037933],"study_design_scores_gemma":[0.01191125,0.004222837,0.009319126,0.001058902,0.0004690495,0.0006304681,0.0003016495,0.3296207,0.6176218,0.004261421,0.01863725,0.001945462],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4683008,0.0003560699,0.5298592,0.0006788726,0.000175026,0.00008489296,0.000003501045,0.00002417139,0.0005175504],"genre_scores_gemma":[0.9965162,0.002017653,0.0007889143,0.0005130286,0.000136727,0.000001300589,7.057578e-7,0.00002248025,0.000003018134],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.564525,"threshold_uncertainty_score":0.3550393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02643965981171035,"score_gpt":0.2145982737394493,"score_spread":0.1881586139277389,"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."}}