{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009884217,0.000713473,0.0007891835,0.0005939478,0.0003233573,0.001184532,0.001191725,0.001184868,0.002376794],"category_scores_gemma":[0.001869807,0.0005348134,0.0009762294,0.0004334744,0.0009513516,0.001456911,0.001722748,0.001665391,0.0006084086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000430833,"about_ca_system_score_gemma":0.0008206071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008173563,"about_ca_topic_score_gemma":0.001069631,"domain_scores_codex":[0.9996463,0.0001058458,0.00001262023,0.00005244006,0.0001511325,0.00003167308],"domain_scores_gemma":[0.9995765,0.0001899458,0.00003407426,0.00009613729,0.00007178178,0.00003162065],"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":[0.00006401483,0.0000604633,0.0003654487,0.0001648671,0.00003508008,0.0000682309,0.0001053744,0.8681858,0.01265891,0.04784142,0.00154865,0.06890176],"study_design_scores_gemma":[0.00001292459,0.00002952503,0.00006122625,0.000009618689,0.000005864341,0.00002654914,0.00001236606,0.9904699,0.001397228,0.006215652,0.00175144,0.000007764384],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.007605796,0.0002315353,0.9888636,0.0001634925,0.00002567166,0.00003614641,0.00002868657,0.0002132198,0.002831935],"genre_scores_gemma":[0.3119743,0.0008760482,0.6775765,0.0002339098,0.00009766399,0.0003237611,0.0001868586,0.000540523,0.008190559],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002376794,"threshold_uncertainty_score":0.0079512,"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."}}