{"id":"W2015951623","doi":"10.1118/1.1541253","title":"Optimized treatment planning using intensity and energy modulated proton and very high energy electron beams","year":2003,"lang":"en","type":"article","venue":"Medical Physics","topic":"Radiation Therapy and Dosimetry","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre","funders":"","keywords":"Proton therapy; Proton; Intensity modulation; Bragg peak; Radiation treatment planning; Beam (structure); Dosimetry; Intensity (physics); Electron; Radiation therapy; Physics; Nuclear medicine; Medical physics; Optics; Nuclear physics; Medicine; Radiology","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":[0.0007384215,0.0006358445,0.0005467028,0.0006068908,0.0001943323,0.0005467023,0.0006184098,0.0004877037,0.002040519],"category_scores_gemma":[0.001133282,0.0005534189,0.0006660447,0.0007051122,0.0004058712,0.0003744392,0.000443767,0.000399172,0.0002763818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009136974,"about_ca_system_score_gemma":0.001009094,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002202812,"about_ca_topic_score_gemma":0.004112944,"domain_scores_codex":[0.9992393,0.0002322195,0.0000317389,0.0000890267,0.0003628948,0.00004491909],"domain_scores_gemma":[0.9996007,0.0002013069,0.00006915477,0.00004323738,0.00007213977,0.00001360025],"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":[0.0003873305,0.0001426406,0.001325568,0.0002365697,0.0001136874,0.0001159799,0.0001383302,0.7702475,0.04646574,0.006992092,0.00192813,0.1719064],"study_design_scores_gemma":[0.0002147968,0.0004103124,0.005610609,0.00005812928,0.00009146248,0.0005730483,0.00005835461,0.9091758,0.06263006,0.008107735,0.01296548,0.0001042337],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04206416,0.001300705,0.9487044,0.0001001217,0.00003618977,0.000216348,0.0001895196,0.0009041037,0.006484441],"genre_scores_gemma":[0.3652404,0.0008196256,0.6274548,0.0001476696,0.00002055569,0.0003463632,0.0004168204,0.0003054317,0.005248246],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002202812,"threshold_uncertainty_score":0.006826162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01587546684491357,"score_gpt":0.2671727106158613,"score_spread":0.2512972437709478,"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."}}