{"id":"W4408295117","doi":"10.1016/j.dte.2025.100041","title":"Optiworks: A human-centric framework for high-resolution topology optimization","year":2025,"lang":"en","type":"article","venue":"Digital engineering.","topic":"Topology Optimization in Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Topology optimization; Topology (electrical circuits); Computer science; Mathematics; Physics; Combinatorics; Finite element method","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001807108,0.001939751,0.001182363,0.001530353,0.0007758378,0.002396323,0.003624113,0.001369086,0.03957264],"category_scores_gemma":[0.003312527,0.001165656,0.001639079,0.001008755,0.0009476579,0.001854243,0.003473321,0.00225442,0.0100774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006674162,"about_ca_system_score_gemma":0.001754161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002379237,"about_ca_topic_score_gemma":0.005428133,"domain_scores_codex":[0.9991671,0.0001317608,0.00005532482,0.0001058843,0.0004674646,0.0000725049],"domain_scores_gemma":[0.9989391,0.0005685397,0.00006281786,0.0001868085,0.000160565,0.00008212205],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0006785535,0.000305932,0.002119973,0.001792189,0.0003125467,0.0009409334,0.0008467557,0.1793135,0.03710554,0.08686631,0.1934712,0.4962466],"study_design_scores_gemma":[0.0002988639,0.00009534224,0.0006954375,0.0002087451,0.00003927302,0.0005294279,0.000104194,0.6986048,0.02441277,0.05363013,0.2212335,0.0001474943],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00152453,0.0001258955,0.931069,0.0001015512,0.00007124497,0.0001031044,0.001003079,0.06093097,0.005070587],"genre_scores_gemma":[0.04674279,0.0007037043,0.9037739,0.0002816027,0.00007696753,0.001028492,0.005698817,0.03066178,0.0110319],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.03957264,"threshold_uncertainty_score":0.1323836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005478665165992685,"score_gpt":0.2207057681616317,"score_spread":0.215227102995639,"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."}}