{"id":"W3127096566","doi":"10.1016/j.brachy.2020.12.009","title":"Dosimetric investigation of 103Pd permanent breast seed implant brachytherapy based on Monte Carlo calculations","year":2021,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia, Okanagan Campus; Kelowna General Hospital; University of British Columbia; Carleton University","funders":"Ontario Ministry of Research and Innovation; Canada Research Chairs","keywords":"Medicine; Implant; Brachytherapy; Nuclear medicine; Monte Carlo method; Breast cancer; Dosimetry; Radiology; Radiation therapy; Cancer; Surgery; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009198231,0.000245306,0.0002618626,0.0001141492,0.0001239564,0.00001975348,0.0001082424,0.0001256169,0.00003831521],"category_scores_gemma":[0.00001871329,0.0002275663,0.0001749039,0.0003865721,0.00008846006,0.000007231165,0.00002827466,0.00008316203,0.00000626797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005420193,"about_ca_system_score_gemma":0.0001718009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001867858,"about_ca_topic_score_gemma":0.0001285684,"domain_scores_codex":[0.9986593,0.0001258623,0.0002859895,0.0004386998,0.0002477966,0.0002424046],"domain_scores_gemma":[0.9990016,0.00004669484,0.000154272,0.0004977713,0.000210467,0.00008914582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001102435,0.000833639,0.5130225,0.00007163188,0.0007881222,0.00005495291,0.0005409656,0.005110643,0.4585313,0.0002796834,0.002245595,0.01741852],"study_design_scores_gemma":[0.0026544,0.0003350624,0.8571808,0.00004472004,0.0000505271,0.0001117249,0.00005215488,0.0008805208,0.1360388,0.00005117822,0.00229836,0.0003016942],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955894,0.001767887,0.0002906439,0.001431106,0.0001839829,0.0002334674,0.000254819,0.00002876273,0.0002199843],"genre_scores_gemma":[0.9968594,0.000302477,0.0005705658,0.0014257,0.0002010641,0.00006365751,0.0003637684,0.00003951141,0.0001738686],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3441584,"threshold_uncertainty_score":0.9279885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01014759134833463,"score_gpt":0.2468379913293683,"score_spread":0.2366903999810337,"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."}}