{"id":"W4391890143","doi":"10.1007/978-3-031-49295-2_5","title":"Topology and Size Optimization","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Topology Optimization in Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadore College","funders":"","keywords":"Topology optimization; Topology (electrical circuits); Computer science; Mathematics; Engineering; Combinatorics; Structural engineering","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00002818004,0.0002461016,0.0002175706,0.00009660919,0.00001906208,0.00002593515,0.00006483039,0.0004285329,0.003260326],"category_scores_gemma":[0.000007042396,0.0002648508,0.00003696004,0.00002011339,0.00006894364,0.00004679542,0.00004372382,0.0002771174,0.0001412737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004682784,"about_ca_system_score_gemma":0.000006307011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.888449e-7,"about_ca_topic_score_gemma":0.00000162018,"domain_scores_codex":[0.9994036,0.000001224829,0.00019688,0.0002018376,0.00005708397,0.0001393794],"domain_scores_gemma":[0.9996895,0.00006704003,0.00001339643,0.0001589673,0.00001879831,0.00005231852],"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":[3.929562e-7,3.221714e-7,3.240228e-7,0.00007382471,0.00005960996,0.000008543985,0.00001851241,0.73218,0.000003234613,0.2644929,0.002930142,0.0002322447],"study_design_scores_gemma":[0.0001106796,0.00001726264,0.000001458531,0.00006791072,0.00008599352,0.00008104295,0.000006336559,0.7744417,0.00002136318,0.01252314,0.212159,0.0004841397],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001328114,0.002222103,0.1104784,0.0001491966,0.001171015,0.00009744168,0.00001195548,0.001231261,0.8846373],"genre_scores_gemma":[0.0009326893,0.00168542,0.03241876,0.00005695483,0.0003064287,0.00001039188,0.00002659513,0.0002000267,0.9643627],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2519697,"threshold_uncertainty_score":0.9999804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005256208734781022,"score_gpt":0.1878685795160199,"score_spread":0.1826123707812389,"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."}}