{"id":"W4402397054","doi":"10.24908/iqurcp18038","title":"Metalens Topology Optimization","year":2024,"lang":"en","type":"article","venue":"Inquiry Queen s Undergraduate Research Conference Proceedings","topic":"Titanium Alloys Microstructure and Properties","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Topology optimization; Topology (electrical circuits); Computer science; Physics; Mathematics; Combinatorics; Finite element method","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0003580681,0.000600798,0.0003975973,0.0005096027,0.0003428363,0.0007006964,0.0005897495,0.0006207559,0.004848445],"category_scores_gemma":[0.001082914,0.0003416589,0.0005309836,0.0002477376,0.000331356,0.0006471731,0.0005961478,0.0004789362,0.000773214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008420451,"about_ca_system_score_gemma":0.0006139925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008702066,"about_ca_topic_score_gemma":0.001887339,"domain_scores_codex":[0.9997923,0.00003960978,0.000007430607,0.00004689602,0.00008405631,0.00002979866],"domain_scores_gemma":[0.9997122,0.0001120126,0.00003393103,0.00004872653,0.00007536815,0.00001775566],"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":[0.0001086778,0.00007047606,0.001040151,0.0002044776,0.00003884971,0.0001037761,0.00006386668,0.8648879,0.02532827,0.03527259,0.0025111,0.07036991],"study_design_scores_gemma":[0.00001910729,0.00007270942,0.0002024599,0.000009759162,0.00001065966,0.00003908191,0.00002475973,0.9823843,0.007441239,0.00509367,0.004693243,0.000009019614],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2560875,0.000714087,0.6536295,0.0006396601,0.0002151519,0.0002253675,0.0004540171,0.001315356,0.08671926],"genre_scores_gemma":[0.7114072,0.0003035321,0.2715542,0.0001601958,0.00002450967,0.000236252,0.0004273351,0.000383045,0.0155036],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004848445,"threshold_uncertainty_score":0.01621968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08624805590396654,"score_gpt":0.3602663641805244,"score_spread":0.2740183082765578,"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."}}