{"id":"W2018161146","doi":"10.1118/1.1461840","title":"Reconstruction of electron spectra using singular component decomposition","year":2002,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Occupational Cancer Research Centre","funders":"","keywords":"Monte Carlo method; Gaussian; Robustness (evolution); Gaussian function; Spectral line; Mathematics; Computational physics; Algorithm; Physics; Statistics; Quantum mechanics","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":[0.0004618609,0.0004647302,0.0002718118,0.000667574,0.0002067917,0.0005003707,0.0002942903,0.0004391695,0.0007228729],"category_scores_gemma":[0.001303339,0.0002912756,0.0003936463,0.0004215715,0.0003336335,0.000414537,0.0003588858,0.0004582229,0.0002048338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003323729,"about_ca_system_score_gemma":0.000589126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002784622,"about_ca_topic_score_gemma":0.001978747,"domain_scores_codex":[0.9999052,0.00002191507,0.000006900661,0.00001279376,0.00004393328,0.000009187146],"domain_scores_gemma":[0.999643,0.0001397526,0.00003157923,0.00005332546,0.0001105869,0.00002182795],"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":[0.0001283134,0.00003690319,0.0009537022,0.0000537093,0.00002397614,0.00009017858,0.00006418827,0.8739842,0.03505094,0.01511752,0.0007754587,0.07372078],"study_design_scores_gemma":[0.000004199505,0.000005551102,0.0001453106,0.00000140465,0.000001589359,0.00001081936,0.000004237555,0.9942761,0.003204907,0.002104312,0.0002374246,0.000004131863],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05221754,0.00006334978,0.9463554,0.00006831334,0.0000153229,0.000019652,0.00005802446,0.000514966,0.0006874393],"genre_scores_gemma":[0.4777232,0.0001896366,0.5196853,0.00002922596,0.00001765265,0.00005156365,0.000445789,0.0001777254,0.001679899],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002784622,"threshold_uncertainty_score":0.005536795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0126877184605221,"score_gpt":0.284052382044666,"score_spread":0.271364663584144,"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."}}