{"id":"W6906846915","doi":"10.18429/jacow-icap2018-supaf04","title":"Symplectic and Self-Consistent Algorithms for Particle Accelerator Simulation","year":2019,"lang":"en","type":"article","venue":"JACOW","topic":"Particle Accelerators and Free-Electron Lasers","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"TRIUMF","funders":"","keywords":"Symplectic geometry; Discretization; Particle accelerator; Charge (physics); Particle (ecology); Acceleration","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":[0.0009424404,0.0005640983,0.0009663969,0.0006897673,0.0004446704,0.001087753,0.001107692,0.0009765392,0.003770401],"category_scores_gemma":[0.002681884,0.0003867355,0.0008679343,0.001188153,0.001259818,0.001151063,0.001262703,0.001674646,0.001286835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006051681,"about_ca_system_score_gemma":0.001013639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001157892,"about_ca_topic_score_gemma":0.0008098126,"domain_scores_codex":[0.9993904,0.0002511571,0.00004511901,0.00005378005,0.0002308979,0.00002866486],"domain_scores_gemma":[0.9992391,0.0004434618,0.00005103963,0.0001009943,0.0001315685,0.00003387722],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000266771,0.00003266188,0.0003019839,0.0006197938,0.0000709447,0.00006521984,0.0001226769,0.2823946,0.001344207,0.6384443,0.005013697,0.07156325],"study_design_scores_gemma":[0.00003035973,0.0000278014,0.0001484012,0.0001170608,0.0000118999,0.00006635825,0.00002349198,0.6073462,0.0007058473,0.3550473,0.03645001,0.00002529676],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00255002,0.008264451,0.976054,0.0005086748,0.0003432239,0.00006060063,0.000132175,0.0002784021,0.01180849],"genre_scores_gemma":[0.1470291,0.02080614,0.8166021,0.000452924,0.000745643,0.0006601107,0.0006567074,0.0007369076,0.01231038],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003770401,"threshold_uncertainty_score":0.0126133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01630561091096216,"score_gpt":0.2440584687928721,"score_spread":0.22775285788191,"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."}}