{"id":"W4206674485","doi":"10.1007/978-94-007-7963-1_32","title":"ARIEL front end","year":2013,"lang":"en","type":"book-chapter","venue":"","topic":"Particle accelerators and beam dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"TRIUMF","funders":"","keywords":"Beam (structure); Flexibility (engineering); Front and back ends; Ion beam; Physics; Nuclear physics; Nuclear engineering; Aerospace engineering; Engineering; Mechanical engineering; Optics; Mathematics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004505962,0.001333881,0.0007395757,0.001544384,0.0007103602,0.002986963,0.002140756,0.001042654,0.447629],"category_scores_gemma":[0.0009503926,0.0006638153,0.0006867144,0.001117736,0.0002779022,0.003109858,0.001951407,0.001691297,0.4379853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004884693,"about_ca_system_score_gemma":0.0006163727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001751921,"about_ca_topic_score_gemma":0.002588056,"domain_scores_codex":[0.9995172,0.00002519436,0.00001415286,0.00008424189,0.0003000741,0.00005919277],"domain_scores_gemma":[0.9995869,0.00006440456,0.00001407525,0.0001199434,0.0001751512,0.00003956397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001785555,0.00006684537,0.00010052,0.0003508816,0.00001545905,0.0001034978,0.0001229302,0.0008020772,0.01090877,0.031339,0.4504149,0.5055966],"study_design_scores_gemma":[0.000008742988,0.00001254704,0.00008958277,0.00004399243,0.000006690063,0.0001268818,0.00001676284,0.0008945514,0.004062796,0.0035554,0.9911656,0.00001641458],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00138861,0.001273975,0.1209118,0.0003004454,0.0007098619,0.0001217209,0.003278207,0.05222312,0.8197923],"genre_scores_gemma":[0.005751365,0.0008314043,0.02482171,0.0003485308,0.0001529817,0.00007964095,0.004174135,0.007055196,0.956785],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.447629,"threshold_uncertainty_score":0.7878902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01206126325334175,"score_gpt":0.1841778958399312,"score_spread":0.1721166325865895,"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."}}