{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003461343,0.0004527058,0.0004286269,0.0004241624,0.000814118,0.0009808602,0.001760375,0.0009470478,0.005553555],"category_scores_gemma":[0.0005130392,0.0002947227,0.0002144577,0.0002880547,0.0002378756,0.0005850501,0.0005540564,0.0003865191,0.00229796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001431166,"about_ca_system_score_gemma":0.0009658851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007837815,"about_ca_topic_score_gemma":0.001637675,"domain_scores_codex":[0.9997513,0.00002191187,0.00001128916,0.00005464398,0.0001187255,0.00004214502],"domain_scores_gemma":[0.9996691,0.00003906502,0.00006640953,0.00004055837,0.00013769,0.000047233],"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":[0.0008130125,0.0002054348,0.005597271,0.0003330464,0.00004576845,0.0002382342,0.0002522458,0.007855744,0.9080279,0.01719417,0.01184432,0.04759284],"study_design_scores_gemma":[0.0005350327,0.002166431,0.00986588,0.00006963842,0.00006636369,0.0006356122,0.0003183747,0.0794806,0.8063652,0.003152096,0.09724477,0.0001000281],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7653547,0.000856268,0.1837559,0.001494686,0.0004265122,0.0008093942,0.00264187,0.003566856,0.04109375],"genre_scores_gemma":[0.8733611,0.0001694508,0.1155307,0.0002257185,0.00006509726,0.0005909966,0.001132433,0.0001616339,0.008762822],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005553555,"threshold_uncertainty_score":0.01857847,"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."}}