{"id":"W4399774898","doi":"10.5151/sigradi2023-169","title":"Dynamic Bending of Thin Glass to Control Surface Roughness of Building Facades","year":2024,"lang":"en","type":"article","venue":"","topic":"Structural Analysis of Composite Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Surface roughness; Bending; Materials science; Surface finish; Optical glass; Surface (topology); Structural engineering; Computer science; Composite material; Engineering; Geometry; 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":[0.0001674412,0.0003119688,0.0001443366,0.0001831279,0.0001566494,0.0003085283,0.0003374956,0.0001965526,0.001143737],"category_scores_gemma":[0.0002705333,0.0001813477,0.0002342953,0.00009806471,0.0002536833,0.0002552487,0.0003021709,0.000357653,0.0002102075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001380413,"about_ca_system_score_gemma":0.0001086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003752835,"about_ca_topic_score_gemma":0.001058739,"domain_scores_codex":[0.9998622,0.00001060463,0.000007279248,0.00003127449,0.00005373585,0.00003491544],"domain_scores_gemma":[0.9998159,0.00005464303,0.00005086471,0.00003188784,0.00002357551,0.0000231487],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003250876,0.00001166944,0.0001012319,0.00003227363,0.000002652738,0.00002569471,0.00003309252,0.0007292234,0.9948624,0.0001087793,0.00002996273,0.004030581],"study_design_scores_gemma":[0.00001235416,0.0003869061,0.002172367,0.000006283986,0.00001303587,0.00007136851,0.00005581851,0.008869886,0.985786,0.00007855226,0.002528415,0.00001897958],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9612542,0.0003554746,0.0353719,0.00005576921,0.00006493869,0.00006237961,0.00006271276,0.000276473,0.002496104],"genre_scores_gemma":[0.9874887,0.00015396,0.01089169,0.00003052318,0.000009443727,0.00002428003,0.00004235018,0.0000452301,0.001313754],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001143737,"threshold_uncertainty_score":0.003826141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005186587973154085,"score_gpt":0.2429282458762726,"score_spread":0.2377416579031185,"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."}}