{"id":"W7132575843","doi":"","title":"Efficient heat management via topology optimization: a diffuse and a sharp method","year":2021,"lang":"en","type":"article","venue":"NPARC","topic":"Topology Optimization in Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Topology optimization; Topology (electrical circuits); Minification; Robustness (evolution); Isotropy; Shape optimization; Finite element method; Optimization problem","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007295477,0.000131226,0.0001568225,0.00009324034,0.00005224488,0.00002663557,0.00007103324,0.0000801155,0.0008227681],"category_scores_gemma":[0.00001305685,0.0001503963,0.00002709379,0.0002135476,0.00003258961,0.00002548319,0.00007966042,0.0001026376,0.0000111991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004413573,"about_ca_system_score_gemma":0.000004679396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.578654e-7,"about_ca_topic_score_gemma":8.107774e-7,"domain_scores_codex":[0.9992935,0.00002945814,0.0001658401,0.0002114357,0.00008038308,0.0002193518],"domain_scores_gemma":[0.999626,0.00004458637,0.000008327879,0.0002189253,0.00002934332,0.00007278691],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000001749029,0.00002104906,0.00002725356,0.00005219477,0.00005034337,0.00004204305,0.0001328844,0.9912186,0.001205147,0.00552758,0.0002206921,0.001500425],"study_design_scores_gemma":[0.0004422108,0.000007441101,0.00009861426,0.00001085563,0.00002515473,0.00009645292,0.00005475305,0.9968606,0.0008083247,0.0002130515,0.001237666,0.0001449131],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003390188,0.0002932127,0.9751006,0.0003847035,0.0004252797,0.0001022208,0.00000363198,0.0003348826,0.01996524],"genre_scores_gemma":[0.1893985,0.0001352237,0.8097743,0.0001350032,0.00005700671,0.00004937676,0.0000137958,0.00004319849,0.000393585],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1860083,"threshold_uncertainty_score":0.9008734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005979580064292932,"score_gpt":0.2234465275262366,"score_spread":0.2174669474619436,"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."}}