{"id":"W4408277318","doi":"10.1002/mp.17734","title":"A graphical user interface for Monte Carlo dose calculations for brachytherapy with egs_brachy","year":2025,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of British Columbia, Okanagan Campus; Kelowna General Hospital; University of British Columbia; Carleton University","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research","keywords":"Graphical user interface; Computer science; DICOM; Brachytherapy; Monte Carlo method; Voxel; Nuclear medicine; Dosimetry; Histogram; Medical physics; Computational science; Data mining; Medicine; Mathematics; Artificial intelligence; Radiology; Statistics; Radiation therapy","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001709973,0.002054546,0.0007135574,0.001303152,0.0002766446,0.001103045,0.002594407,0.001315881,0.08944229],"category_scores_gemma":[0.00592637,0.0006670557,0.001036831,0.0004933815,0.0003561006,0.000866966,0.001754158,0.001297158,0.02050109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004473203,"about_ca_system_score_gemma":0.0006630357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001348023,"about_ca_topic_score_gemma":0.001071081,"domain_scores_codex":[0.9992238,0.0002209247,0.00008379017,0.0001074726,0.0002960698,0.00006795306],"domain_scores_gemma":[0.9973065,0.00157203,0.0001189236,0.0002844767,0.0006018038,0.0001163408],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003717748,0.0005677675,0.005612256,0.002035868,0.0002886176,0.001930901,0.001228072,0.05275605,0.06417973,0.0126963,0.3746133,0.4803734],"study_design_scores_gemma":[0.001226548,0.000533915,0.008115476,0.0006850997,0.0001581485,0.002095021,0.000121829,0.4869795,0.07955924,0.009651964,0.4104722,0.0004009608],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.007461292,0.0002611445,0.6998612,0.000282896,0.0001496638,0.0005732097,0.008017977,0.2719115,0.01148111],"genre_scores_gemma":[0.1584835,0.0006506558,0.7009549,0.001812001,0.000170419,0.003218042,0.02182443,0.08502914,0.02785693],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.08944229,"threshold_uncertainty_score":0.2992142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00911240494982734,"score_gpt":0.3186790202405069,"score_spread":0.3095666152906796,"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."}}