{"id":"W2737514381","doi":"10.1080/16864360.2017.1353726","title":"Automatic construction of structural CAD models from 3D topology optimization","year":2017,"lang":"en","type":"article","venue":"Computer-Aided Design and Applications","topic":"Topology Optimization in Engineering","field":"Engineering","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Intuition; Computer science; Conceptual design; Human–computer interaction; Engineering design process; CAD; Generative Design; Task (project management); Process (computing); Design process; Computer Aided Design; Design space exploration; Systems engineering; Software engineering; Engineering drawing; Engineering; Work in process; Embedded system","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":[0.0000460078,0.0001303157,0.0001940405,0.00008064929,0.0002137676,0.00005078399,0.0002043479,0.0001098194,0.00004090307],"category_scores_gemma":[0.000008803057,0.00014576,0.00002319474,0.00005557524,0.0001771882,0.0002338952,0.00004790709,0.00008642836,0.000002505085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002207988,"about_ca_system_score_gemma":0.00001182318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001547749,"about_ca_topic_score_gemma":8.45876e-7,"domain_scores_codex":[0.9993645,0.00002029791,0.0002571869,0.000175741,0.00005615783,0.0001261088],"domain_scores_gemma":[0.9992664,0.0001136139,0.0001041224,0.0004112614,0.00005076483,0.00005382357],"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":[0.000001076328,0.000003630679,0.00006945226,0.00001835725,0.00002896421,2.33005e-7,0.00006240667,0.9682263,0.0001665317,0.01080681,0.00004949269,0.02056671],"study_design_scores_gemma":[0.0002456855,0.00001119854,0.0006615251,0.00001353131,0.00002395652,0.00001002214,0.000009207548,0.9918009,0.0003997134,0.006646927,0.00005076807,0.0001265348],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.008090068,0.0001596803,0.9905977,0.00005838588,0.0002472566,0.000318077,0.00001902152,0.0002794634,0.0002303371],"genre_scores_gemma":[0.3791836,0.00005013986,0.620576,0.00001015265,0.00008181675,0.00005786519,0.00002131692,0.00001568047,0.000003404912],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3710935,"threshold_uncertainty_score":0.5943922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01568672334503338,"score_gpt":0.2282926884907891,"score_spread":0.2126059651457557,"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."}}