{"id":"W3164060549","doi":"10.22215/etd/2019-13820","title":"Dynamic Model-Based Dose Calculations of Permanent Implant Prostate Brachytherapy","year":2019,"lang":"en","type":"dissertation","venue":"","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Brachytherapy; Prostate brachytherapy; Monte Carlo method; Nuclear medicine; Implant; Medicine; Prostate; Edema; Materials science; Radiation therapy; Radiology; Mathematics; Surgery; Internal medicine","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":[0.0003424553,0.0004575959,0.0004718625,0.0003582307,0.0002510438,0.0009508604,0.0008175432,0.0004092098,0.001345592],"category_scores_gemma":[0.0008459069,0.0004408737,0.0006136511,0.0002789137,0.0002144755,0.0004468243,0.0006921072,0.0005211359,0.0004247145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008987983,"about_ca_system_score_gemma":0.0007267483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002333163,"about_ca_topic_score_gemma":0.00262329,"domain_scores_codex":[0.9997442,0.00003371127,0.000008500734,0.00002412073,0.0001697177,0.00001976678],"domain_scores_gemma":[0.9997867,0.00008263107,0.00003337037,0.00003174745,0.00004984173,0.00001580279],"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":[0.00005058879,0.0000301398,0.0007882026,0.00007304445,0.00002262069,0.00005719874,0.00008316663,0.9403062,0.0181062,0.004262535,0.0008140061,0.035406],"study_design_scores_gemma":[0.000009980765,0.00005436204,0.0007320157,0.00001124599,0.0000142932,0.00009464936,0.00001982198,0.9842945,0.009292559,0.002070287,0.0033912,0.00001502295],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03709295,0.0005029902,0.9548816,0.00008355458,0.00002612291,0.00006140041,0.0001630516,0.00108284,0.00610559],"genre_scores_gemma":[0.7988945,0.0007014275,0.1931387,0.0000831892,0.00002490543,0.0001429182,0.0003545175,0.001028984,0.005630774],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002333163,"threshold_uncertainty_score":0.006521225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006095057609946088,"score_gpt":0.2980202500084739,"score_spread":0.2919251923985278,"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."}}