{"id":"W2080598191","doi":"10.1118/1.2388573","title":"Monte Carlo simulations of dose near a nonradioactive gold seed","year":2006,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Grand River Hospital; Princess Margaret Cancer Centre; University of Toronto; University of Waterloo","funders":"","keywords":"Monte Carlo method; Statistical physics; Physics; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005027104,0.0001292784,0.000229867,0.00001593322,0.00004899261,0.00001033966,0.0001485983,0.00004887619,0.0001634015],"category_scores_gemma":[0.000007284213,0.0001181015,0.0001060662,0.0001799434,0.0001838582,0.0001148705,0.00002687323,0.0001948626,0.000002752021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000299145,"about_ca_system_score_gemma":0.00008245859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006555615,"about_ca_topic_score_gemma":0.000004859948,"domain_scores_codex":[0.9990928,0.00002577927,0.0002140439,0.0001651148,0.0003203996,0.0001818934],"domain_scores_gemma":[0.9994331,0.00009401502,0.000108267,0.0002245021,0.00006396863,0.00007612076],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003095028,0.007974561,0.3742534,0.0001541068,0.001399083,0.00003937851,0.004103841,0.09428354,0.02394499,0.1267586,0.02091806,0.3458609],"study_design_scores_gemma":[0.009197598,0.0007227021,0.04204372,0.0004241699,0.0003243342,0.00000386116,0.0001687094,0.4605827,0.1577309,0.252999,0.07337242,0.002429821],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.360764,0.00008546474,0.6312692,0.0003032301,0.0001043119,0.000369493,0.0001363255,0.0001432139,0.006824771],"genre_scores_gemma":[0.9944735,0.000001310955,0.00454529,0.00006065264,0.0005677424,0.00001447799,0.00001920638,0.00002458698,0.0002932783],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6337095,"threshold_uncertainty_score":0.481604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007454547278088658,"score_gpt":0.2728539950845624,"score_spread":0.2653994478064738,"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."}}