{"id":"W2005458275","doi":"10.1088/0031-9155/58/16/5693","title":"RBE of kV CBCT radiation determined by Monte Carlo DNA damage simulations","year":2013,"lang":"en","type":"article","venue":"Physics in Medicine and Biology","topic":"Electron and X-Ray Spectroscopy Techniques","field":"Materials Science","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Monte Carlo method; Radiation; Nuclear medicine; Statistical physics; Computational physics; Medical physics; Physics; Nuclear physics; Medicine; Mathematics; Statistics","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":[0.0005469056,0.0003630383,0.0004362109,0.0004857625,0.0003012398,0.0005042593,0.0004946742,0.0007607025,0.00125459],"category_scores_gemma":[0.003366029,0.0002970341,0.0003714363,0.0004713871,0.0003036359,0.0003527157,0.0002018359,0.0004709286,0.0002907623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001375445,"about_ca_system_score_gemma":0.0006579772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009826658,"about_ca_topic_score_gemma":0.004368513,"domain_scores_codex":[0.9998053,0.00004470587,0.00001142271,0.00003483204,0.00007825169,0.00002550102],"domain_scores_gemma":[0.998519,0.00100104,0.0001098033,0.00008708812,0.0002445663,0.00003850679],"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":[0.00006471136,0.00001951647,0.001630371,0.00004264118,0.00001594491,0.00004342775,0.00005084293,0.9869207,0.00756974,0.00107752,0.000184476,0.002380012],"study_design_scores_gemma":[0.000005944136,0.00002642104,0.0006413988,0.000006378198,0.000006122556,0.0000165275,0.00001218821,0.9927192,0.005862807,0.0004022564,0.0002931349,0.000007675319],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8932256,0.0007726172,0.09307925,0.0002358946,0.00004405698,0.00009127513,0.001000375,0.0009027453,0.01064814],"genre_scores_gemma":[0.9732381,0.0002433379,0.02372573,0.00007364294,0.000005295681,0.000113032,0.0005515425,0.0001819448,0.001867199],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009826658,"threshold_uncertainty_score":0.01953894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05822407850948093,"score_gpt":0.3652826518558464,"score_spread":0.3070585733463655,"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."}}