{"id":"W7161947704","doi":"10.82308/55104","title":"Image-guided radiotherapy using 2D and 3D ultrasound combined with Monte Carlo dose calculations in prostate treatments","year":2005,"lang":"en","type":"dissertation","venue":"","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Monte Carlo method; 3D ultrasound; Voxel; Ultrasound; Prostate; Dosimetry; Dose-volume histogram; Radiation treatment planning","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001529402,0.0004681172,0.0006274027,0.001025862,0.0002232984,0.001124781,0.0005522362,0.0006523544,0.0007062484],"category_scores_gemma":[0.0050071,0.0007608935,0.0004078522,0.001066853,0.0004418656,0.0005135055,0.0005188981,0.0003855564,0.0002197268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001518984,"about_ca_system_score_gemma":0.0006812558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002644516,"about_ca_topic_score_gemma":0.004824479,"domain_scores_codex":[0.9986607,0.0006067516,0.00004199638,0.00008213997,0.0005600202,0.00004840799],"domain_scores_gemma":[0.9983593,0.001060641,0.0001857242,0.0001403141,0.0002204439,0.00003359183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001617837,0.0002700994,0.01249819,0.0003520022,0.0001852347,0.000249169,0.0005565656,0.41833,0.1696537,0.003425925,0.0008775016,0.3919838],"study_design_scores_gemma":[0.0002247858,0.001309997,0.02966489,0.0000477784,0.0001725952,0.0007675162,0.00009029857,0.8650422,0.094313,0.002017093,0.0061611,0.0001887999],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3839723,0.00651276,0.6011871,0.0003954169,0.0001396875,0.0003738478,0.00009899011,0.001479962,0.005839988],"genre_scores_gemma":[0.7158003,0.001376734,0.280829,0.0001310867,0.00003462829,0.000159405,0.00006199533,0.0002491376,0.001357812],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002644516,"threshold_uncertainty_score":0.01102102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0103396301146985,"score_gpt":0.3082559894470825,"score_spread":0.297916359332384,"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."}}