{"id":"W2029363101","doi":"10.1118/1.4740213","title":"Sci—Sat AM: Brachy — 06: Monte carlo DNA damage simulations of kV cbct radiation","year":2012,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Monte Carlo method; Relative biological effectiveness; Context (archaeology); Nuclear medicine; Physics; Dosimetry; Radiation treatment planning; Radiation; Effective dose (radiation); Radiation therapy; Computational physics; Medical physics; Medicine; Optics; Mathematics; Radiology; Statistics; Biology","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":[0.0005239779,0.0003772646,0.0004326577,0.0004066359,0.0003590519,0.0005942151,0.001149142,0.001098526,0.01856204],"category_scores_gemma":[0.002029504,0.0004444681,0.0005964107,0.0004767785,0.0003284925,0.0003340613,0.0004414648,0.0007123245,0.001899263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008264694,"about_ca_system_score_gemma":0.0008241173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008059208,"about_ca_topic_score_gemma":0.006339143,"domain_scores_codex":[0.9998556,0.00005223101,0.00000749562,0.00001345486,0.00005268235,0.00001840559],"domain_scores_gemma":[0.9990975,0.000553924,0.00006954505,0.00006947657,0.0001581785,0.00005142215],"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":[0.00008052195,0.00005055474,0.001071831,0.0001018619,0.00003641523,0.0001239824,0.00005154545,0.9781106,0.002668784,0.006499571,0.005278604,0.005925777],"study_design_scores_gemma":[0.00002415244,0.00001831258,0.0004542769,0.00001318445,0.000006040184,0.00003098542,0.000007668244,0.9926443,0.001413033,0.001147536,0.004233018,0.000007531266],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.393217,0.001513928,0.3796479,0.002161162,0.0008617543,0.0005152824,0.01280712,0.0103776,0.1988984],"genre_scores_gemma":[0.8467066,0.0006539201,0.1153153,0.0005535228,0.00009621325,0.0006643914,0.003861497,0.002839914,0.02930868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01856204,"threshold_uncertainty_score":0.06209624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01184223666851246,"score_gpt":0.2977865908321026,"score_spread":0.2859443541635902,"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."}}