{"id":"W4384466864","doi":"","title":"Accessibility constraints in structural optimization via distance functions","year":2022,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Topology Optimization in Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Safran Electronics (Canada)","funders":"","keywords":"Computer science; Mathematical optimization; Mathematics","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":[0.001575404,0.0003371328,0.0003418224,0.0002843133,0.0002270827,0.0001640572,0.0008092228,0.0002701333,0.001793662],"category_scores_gemma":[0.000484335,0.0004342475,0.0001114775,0.0005438236,0.000254392,0.0002078129,0.0006575354,0.001024476,0.000007363164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004706735,"about_ca_system_score_gemma":0.0001068896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000132536,"about_ca_topic_score_gemma":0.0004868425,"domain_scores_codex":[0.9968731,0.001295013,0.0006150552,0.0006096667,0.0002664384,0.000340666],"domain_scores_gemma":[0.9974519,0.0004786337,0.000187959,0.001336494,0.00043572,0.0001093145],"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":[0.000002929084,0.00004320189,0.003601615,0.0001156332,0.00003222051,0.000002656595,0.001332146,0.9873297,0.00007985052,0.003492117,0.00007626952,0.003891685],"study_design_scores_gemma":[0.000318625,1.154769e-7,0.006496481,0.0002076906,0.00001744169,0.000006469139,0.00008926467,0.9906896,0.0005541991,0.0007277041,0.0005086099,0.0003838272],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03060187,0.0005537281,0.9444526,0.0005474837,0.0009199245,0.0004178325,0.0001519903,0.0007150808,0.02163945],"genre_scores_gemma":[0.9102384,0.0001544858,0.08748676,0.00001501481,0.00001764435,0.0001733052,0.001025092,0.00007092304,0.0008183809],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8796365,"threshold_uncertainty_score":0.9998109,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008345034248734442,"score_gpt":0.2210446294146803,"score_spread":0.2126995951659459,"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."}}