{"id":"W2316811053","doi":"10.1017/s204482011000078x","title":"Support structure design of Quantum Material Spectroscopy Center beamline insertion devices","year":2010,"lang":"en","type":"article","venue":"Diamond Light Source Proceedings","topic":"Particle Accelerators and Free-Electron Lasers","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Light Source (Canada); University of Saskatchewan","funders":"","keywords":"Beamline; Finite element method; Undulator; Deflection (physics); Magnet; Structural engineering; Materials science; Mechanical engineering; Optics; Physics; Engineering; Radiation","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001139484,0.0002408815,0.0002598623,0.0001135227,0.00006649206,0.0000937068,0.0002287828,0.0001620063,0.0002638268],"category_scores_gemma":[0.00001970509,0.0002175301,0.00005526816,0.0002138722,0.00004761429,0.0003496124,0.00002918192,0.000272314,0.00001692958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002750761,"about_ca_system_score_gemma":0.00001777372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001015574,"about_ca_topic_score_gemma":0.000007972653,"domain_scores_codex":[0.9988011,0.000004504601,0.0003338236,0.0002301575,0.0001970796,0.0004333873],"domain_scores_gemma":[0.9995635,0.00001112947,0.00009203758,0.0001179964,0.00008318622,0.0001321154],"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":[0.00005784307,0.00003451155,0.01913672,0.00007235804,0.00002963781,9.868411e-7,0.0004713406,0.00009029271,0.9768528,0.0002926792,0.002818014,0.0001428112],"study_design_scores_gemma":[0.0003841174,0.0001315359,0.004140412,0.00001403411,0.00002618438,0.00001059254,0.00006037477,0.010055,0.9757514,0.0002047443,0.008974448,0.0002471637],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971191,0.00002573335,0.001496931,0.00007595461,0.0004574358,0.0002088237,0.00002388826,0.0002529453,0.0003391456],"genre_scores_gemma":[0.99814,0.00001110052,0.001306844,0.00005635268,0.0003662658,0.00001562927,0.00002135297,0.00005954673,0.00002289881],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01499631,"threshold_uncertainty_score":0.887062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005842567613461099,"score_gpt":0.1991828961869083,"score_spread":0.1933403285734472,"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."}}