{"id":"W2899278728","doi":"10.22215/etd/2018-13192","title":"Advanced Monte Carlo Dose Calculations for Eye Plaque Brachytherapy","year":2018,"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; Monte Carlo method; Photon; Nuclear medicine; Medical physics; Radiation dose; Physics; Medicine; Computer science; Radiation therapy; Optics; Radiology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005908821,0.0004850781,0.00057363,0.0007084568,0.0003698346,0.0009502391,0.0008341268,0.0007028664,0.005119142],"category_scores_gemma":[0.001677461,0.0004306333,0.0007195217,0.0007683691,0.0001895267,0.0005306539,0.0004260992,0.0006438774,0.001618786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001343961,"about_ca_system_score_gemma":0.0008177758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00289336,"about_ca_topic_score_gemma":0.003548075,"domain_scores_codex":[0.9995487,0.00008054902,0.00001881857,0.00003584992,0.0002923911,0.00002361369],"domain_scores_gemma":[0.9992163,0.0003246906,0.00007029961,0.00009806429,0.0002701509,0.00002045332],"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":[0.00009564206,0.00004876866,0.001244799,0.0001704825,0.0000389186,0.00008580276,0.0001278584,0.9304606,0.01458994,0.00700588,0.003233958,0.04289722],"study_design_scores_gemma":[0.00002400052,0.00009915472,0.001885202,0.00008349377,0.00003620216,0.0001963219,0.00003931735,0.9521242,0.02025899,0.005006413,0.02020028,0.00004638733],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.09149557,0.002207399,0.8404914,0.0003418773,0.000141902,0.0002960491,0.001658808,0.002650496,0.06071651],"genre_scores_gemma":[0.662018,0.002412935,0.3065773,0.0002370811,0.00004358005,0.0003103637,0.001735106,0.00241924,0.02424639],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.005119142,"threshold_uncertainty_score":0.01712525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008549163800878229,"score_gpt":0.3320451253213824,"score_spread":0.3234959615205041,"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."}}