{"id":"W3045518935","doi":"10.1115/1.4047917","title":"A Survey of Modeling and Optimization Methods for Multi-Scale Heterogeneous Lattice Structures","year":2020,"lang":"en","type":"article","venue":"Journal of Mechanical Design","topic":"Topology Optimization in Engineering","field":"Engineering","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; China Scholarship Council","keywords":"Computer science; Scale (ratio); Software; Industrial engineering; Representation (politics); Mathematical optimization; Engineering; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001365579,0.001451806,0.00177041,0.001341769,0.000445257,0.001535299,0.001804617,0.001199748,0.003752894],"category_scores_gemma":[0.001659445,0.000891907,0.00216845,0.001590648,0.0006480989,0.001400387,0.0009503179,0.001157555,0.001306594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006529792,"about_ca_system_score_gemma":0.00113935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003038338,"about_ca_topic_score_gemma":0.002139095,"domain_scores_codex":[0.9992674,0.0002267836,0.00006583911,0.00009316469,0.0003084689,0.00003823136],"domain_scores_gemma":[0.9992124,0.0004099233,0.00007195339,0.00009554993,0.0001899889,0.00002023957],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003300479,0.00006126996,0.0007690053,0.001571153,0.0001187098,0.00009845613,0.00009698629,0.7773177,0.003567559,0.06403197,0.004464858,0.1478693],"study_design_scores_gemma":[0.000008278699,0.00002149638,0.0001550826,0.0001698307,0.00002419345,0.00005695217,0.00002601792,0.9603668,0.001125606,0.01541425,0.02260979,0.00002171709],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.002080081,0.01261081,0.9777515,0.0002572288,0.00009009004,0.00003179559,0.0001527968,0.0002789241,0.006746841],"genre_scores_gemma":[0.1634953,0.05109792,0.7708796,0.0004049136,0.0004290629,0.0005909941,0.001112792,0.00117101,0.01081841],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.003752894,"threshold_uncertainty_score":0.01255465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09314999765883526,"score_gpt":0.3278948613570615,"score_spread":0.2347448636982262,"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."}}