{"id":"W2042251563","doi":"10.1063/1.4832422","title":"A real-time intercepting beam-profile monitor for a medical cyclotron","year":2013,"lang":"en","type":"article","venue":"Review of Scientific Instruments","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"TRIUMF","funders":"","keywords":"Cyclotron; Beam (structure); Proton; Power (physics); Optics; Materials science; Physics; Computer science; Nuclear physics; Plasma","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005367667,0.0001509445,0.0003545788,0.00006675137,0.0001266054,0.00004894425,0.0003790395,0.0000362658,0.006438293],"category_scores_gemma":[0.0000335285,0.0001237014,0.0001737834,0.0001993385,0.0001663157,0.000256188,0.000080424,0.00008770435,0.00009523184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004685574,"about_ca_system_score_gemma":0.00006580255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005830494,"about_ca_topic_score_gemma":8.703557e-8,"domain_scores_codex":[0.9984572,0.00003409318,0.0005116556,0.0003196004,0.0003882434,0.0002892089],"domain_scores_gemma":[0.999054,0.00003726934,0.0002807626,0.0003521206,0.0001627683,0.0001130733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000003501992,0.0001112346,0.001501402,0.001128683,0.00005234919,9.582979e-8,0.00005676463,5.329942e-8,0.05707855,0.0003890602,0.01161792,0.9280604],"study_design_scores_gemma":[0.0054903,0.001132373,0.003167695,0.1009451,0.0003905628,0.00001662501,0.0005009578,0.01881448,0.5847244,0.01093776,0.2708138,0.003065934],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9824478,0.0007197425,0.005013184,0.0002658514,0.0006579388,0.003241294,0.0001202932,0.0001255744,0.007408347],"genre_scores_gemma":[0.708135,0.003839508,0.2741495,0.0003118909,0.0008152016,0.002613327,0.0005756593,0.0001417415,0.009418168],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9249945,"threshold_uncertainty_score":0.9944699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009947331772029853,"score_gpt":0.3043710195116967,"score_spread":0.2944236877396669,"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."}}