{"id":"W2155072127","doi":"10.1109/pac.2007.4440708","title":"The EMMA lattice design","year":2007,"lang":"en","type":"article","venue":"","topic":"Particle accelerators and beam dynamics","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"TRIUMF","funders":"","keywords":"Lattice (music); Scaling; Computer science; Beam optics; Physics; Statistical physics; Particle accelerator; Beam (structure); Mathematics; Optics; Geometry","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":[0.0006835496,0.0003502153,0.0003979114,0.0003973114,0.0007934236,0.001070023,0.001153445,0.0005671654,0.007010289],"category_scores_gemma":[0.001250419,0.0002802417,0.0002467583,0.0003995122,0.0005717853,0.0008668928,0.0008868403,0.0009189423,0.002371584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007464372,"about_ca_system_score_gemma":0.001141978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004588497,"about_ca_topic_score_gemma":0.0006610574,"domain_scores_codex":[0.9994069,0.0001452026,0.000035883,0.00009742335,0.0002316449,0.0000830294],"domain_scores_gemma":[0.9995047,0.00005539606,0.00004587531,0.0001083967,0.0001908768,0.00009473864],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002401256,0.0005091384,0.004817129,0.0008164667,0.00006602469,0.0004223563,0.0003233433,0.08373108,0.224626,0.4169347,0.02999899,0.2353534],"study_design_scores_gemma":[0.0006558833,0.00217433,0.00179849,0.00009618942,0.00005834406,0.0009757913,0.0001907395,0.2708718,0.2240898,0.04421307,0.4546914,0.0001842016],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1850068,0.001602798,0.6573207,0.001242438,0.001220959,0.001482092,0.002103278,0.004785761,0.1452351],"genre_scores_gemma":[0.4873015,0.0002670686,0.4873242,0.0003946136,0.00009255021,0.001127432,0.0008500178,0.0002600205,0.02238253],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007010289,"threshold_uncertainty_score":0.02345175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0205463383040586,"score_gpt":0.2324255901265855,"score_spread":0.2118792518225268,"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."}}