{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002104966,0.001259842,0.001813874,0.001758441,0.0008594499,0.002066967,0.001771658,0.001821182,0.009638093],"category_scores_gemma":[0.009892093,0.0009178284,0.001064308,0.001997391,0.002430578,0.004850521,0.003109602,0.003186905,0.0009871724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001426676,"about_ca_system_score_gemma":0.0009635882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002026784,"about_ca_topic_score_gemma":0.00165915,"domain_scores_codex":[0.9987878,0.0006714441,0.00004315297,0.0001750277,0.0002471592,0.00007545495],"domain_scores_gemma":[0.9946799,0.004291968,0.000253557,0.0002424245,0.0003187398,0.0002134235],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006391911,0.00006199526,0.0001567627,0.0002101649,0.00002981319,0.00004796515,0.0001021737,0.2426094,0.0007141033,0.7321358,0.002273669,0.02159422],"study_design_scores_gemma":[0.00001478588,0.00002624158,0.00008070299,0.00002764813,0.000009293468,0.00001773721,0.00002773766,0.3352567,0.000230824,0.662276,0.002022274,0.00001009214],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03080322,0.0007937966,0.9472005,0.0008781228,0.0001266433,0.00005250459,0.0002003144,0.00008088246,0.01986398],"genre_scores_gemma":[0.697499,0.003141867,0.2538926,0.0004339727,0.0005330604,0.0006412459,0.0007360602,0.000610809,0.04251145],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.009638093,"threshold_uncertainty_score":0.03224266,"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."}}