{"id":"W2175529401","doi":"10.1088/0031-9155/60/24/9329","title":"Monte Carlo study on the sensitivity of prompt gamma imaging to proton range variations due to interfractional changes in prostate cancer patients","year":2015,"lang":"en","type":"article","venue":"Physics in Medicine and Biology","topic":"Radiation Therapy and Dosimetry","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Bundesministerium für Bildung und Forschung; Deutsche Forschungsgemeinschaft","keywords":"Prostate cancer; Monte Carlo method; Sensitivity (control systems); Range (aeronautics); Medicine; Proton therapy; Nuclear medicine; Cancer; Medical physics; Radiology; Internal medicine; Materials science; Mathematics; Statistics; Radiation therapy; Engineering; Electronic engineering","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":[0.001623387,0.0003187715,0.0004727677,0.0006051479,0.0002822587,0.0006156535,0.0006073372,0.0006572289,0.0009512885],"category_scores_gemma":[0.005560142,0.0004208263,0.0006860472,0.000567476,0.0003081206,0.0002707039,0.0003316651,0.0003015179,0.0001296206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006414907,"about_ca_system_score_gemma":0.0004967834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006943299,"about_ca_topic_score_gemma":0.004606934,"domain_scores_codex":[0.9995907,0.0001849377,0.00002804751,0.0000719433,0.00008299701,0.00004139161],"domain_scores_gemma":[0.9962409,0.002866858,0.0002973184,0.0002475391,0.0002805173,0.0000669252],"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":[0.0003581667,0.00003905659,0.01940313,0.00005488262,0.000123989,0.0001337763,0.00004823614,0.9707027,0.00240623,0.0008171496,0.0002040191,0.005708766],"study_design_scores_gemma":[0.00002206046,0.00006743125,0.006787058,0.0000130484,0.00005104294,0.0001292698,0.00001321529,0.9895028,0.002726449,0.0003987311,0.0002704614,0.00001846824],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9475952,0.0008266785,0.04875601,0.000151895,0.00002488981,0.00006635942,0.0003919151,0.0003143144,0.001872841],"genre_scores_gemma":[0.9908404,0.000124321,0.00830943,0.00002673089,0.000005894446,0.00003226089,0.0002953888,0.00004006293,0.0003255185],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006943299,"threshold_uncertainty_score":0.01380575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1517662818793298,"score_gpt":0.4062708117020322,"score_spread":0.2545045298227024,"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."}}