{"id":"W4391890096","doi":"10.1007/978-3-031-49295-2_6","title":"Topology, Shape, 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; Finite element method","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":[0.00003692836,0.0003016408,0.0002523788,0.0001143717,0.00002566947,0.00003702242,0.00008592685,0.0005006437,0.005294588],"category_scores_gemma":[0.000009346878,0.0003249409,0.0000466984,0.00002788491,0.00009034696,0.00006528289,0.00005935627,0.0003423934,0.0001633768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005347394,"about_ca_system_score_gemma":0.00000784697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":9.16832e-7,"about_ca_topic_score_gemma":0.000002015817,"domain_scores_codex":[0.9992751,0.000001479245,0.0002363573,0.0002477865,0.00007212068,0.0001671053],"domain_scores_gemma":[0.9996315,0.00007775607,0.00001732926,0.0001830357,0.0000245604,0.00006582191],"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":[6.139936e-7,5.856489e-7,6.306348e-7,0.0001055784,0.00008900926,0.00001151906,0.00002314754,0.795562,0.000005359092,0.1985562,0.005191989,0.0004534026],"study_design_scores_gemma":[0.00009140259,0.00001298863,0.000001915738,0.00006650333,0.0000729606,0.00005539091,0.000005565006,0.8634302,0.00001423808,0.005616335,0.1302315,0.0004010233],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00000321606,0.003182297,0.04622093,0.0001912519,0.001258175,0.0001414406,0.00002170219,0.001640247,0.9473407],"genre_scores_gemma":[0.00104276,0.002204164,0.0305776,0.00008243199,0.0003719224,0.00001533314,0.00004190766,0.0002603564,0.9654035],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1929398,"threshold_uncertainty_score":0.9999202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006350181951883197,"score_gpt":0.1943266425930085,"score_spread":0.1879764606411253,"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."}}