{"id":"W2323185625","doi":"10.1115/imece2005-79190","title":"Strain-Based Shape Estimation for Annular Plates","year":2005,"lang":"en","type":"article","venue":"Applied Mechanics","topic":"Structural Analysis and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Space Agency; Université du Québec","funders":"","keywords":"Finite element method; Smoothing; Strain gauge; Displacement field; Geometry; Deflection (physics); Computer science; Structural engineering; Mathematics; Optics; Engineering; Computer vision; Physics","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":[0.000345614,0.0004108903,0.0002782033,0.0006196795,0.0001434124,0.0003699986,0.0004022658,0.0003629337,0.0004371565],"category_scores_gemma":[0.001694289,0.0002412671,0.0002253085,0.0002814762,0.0003638111,0.0005357414,0.0002895882,0.0002704969,0.0002246107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002704093,"about_ca_system_score_gemma":0.0002503154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001037135,"about_ca_topic_score_gemma":0.0009736983,"domain_scores_codex":[0.9997774,0.00003738033,0.00001013251,0.00004398778,0.0001186416,0.00001248886],"domain_scores_gemma":[0.9993131,0.0002474897,0.000125731,0.00008908507,0.0002028769,0.00002170829],"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":[0.0003452788,0.00007154993,0.004942719,0.00009519256,0.00002730261,0.0001548998,0.0001550683,0.4740632,0.1832957,0.003620984,0.0004375372,0.3327904],"study_design_scores_gemma":[0.000003667838,0.00002874407,0.001241999,0.000003282765,0.0000025989,0.00004833585,0.00001293318,0.9741771,0.02381064,0.0004334957,0.0002242703,0.00001281185],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1074479,0.0001206664,0.8910137,0.00004381364,0.00001480178,0.00001927441,0.00002412943,0.000307306,0.00100846],"genre_scores_gemma":[0.8453442,0.0001092862,0.153322,0.00002176567,0.00001195937,0.00002561396,0.00008035265,0.00003559559,0.001049095],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001037135,"threshold_uncertainty_score":0.002062142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006898324666448457,"score_gpt":0.1956797152799896,"score_spread":0.1887813906135412,"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."}}