{"id":"W1976215100","doi":"10.1118/1.3373519","title":"Automated beam model optimization","year":2010,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; Ontario Institute for Cancer Research; University of Toronto","funders":"","keywords":"Beam (structure); Monitor unit; Dosimetry; Laser beam quality; Imaging phantom; Quality assurance; Ionization chamber; Detector; Computer science; Medical physics; Optics; Nuclear medicine; Physics; Medicine","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":[0.0008459488,0.001413399,0.0009186386,0.000904929,0.0005966827,0.001065158,0.0009746022,0.0006517348,0.007520786],"category_scores_gemma":[0.002189994,0.0007121208,0.0009937627,0.0007936436,0.0003039498,0.0009218911,0.001355267,0.0007487172,0.001791268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008819418,"about_ca_system_score_gemma":0.001556793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005512141,"about_ca_topic_score_gemma":0.007343754,"domain_scores_codex":[0.9992235,0.0001766888,0.00005070612,0.0001562691,0.0003401481,0.00005262424],"domain_scores_gemma":[0.9987863,0.0004230056,0.000109487,0.0002834108,0.0003754433,0.00002239627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002028001,0.00009436661,0.003152835,0.0003433922,0.0001258074,0.00009183227,0.0003189362,0.6072198,0.04710782,0.00451707,0.007641742,0.3291835],"study_design_scores_gemma":[0.00005278754,0.0001004044,0.00142527,0.00002583401,0.00004220406,0.00009862942,0.00005238024,0.9609923,0.02036917,0.002390831,0.01441158,0.00003871186],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03517311,0.0001855071,0.9514973,0.00007853285,0.00005000848,0.0001726567,0.0005463064,0.006107285,0.006189258],"genre_scores_gemma":[0.400083,0.0002086552,0.588442,0.0001360622,0.00002227815,0.0004757104,0.002188827,0.002634106,0.005809278],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.007520786,"threshold_uncertainty_score":0.02515954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007045291129463987,"score_gpt":0.2812775001431416,"score_spread":0.2742322090136776,"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."}}