{"id":"W2025292003","doi":"10.1118/1.3359819","title":"Monte Carlo calculation of monitor unit for electron arc therapy","year":2010,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Grand River Hospital; University Health Network; Toronto Metropolitan University; Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Monte Carlo method; Monitor unit; Medical physics; Arc (geometry); Physics; Electron; Statistical physics; Computational physics; Computer science; Nuclear medicine; Nuclear physics; Medicine; 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":[0.0004425326,0.0002617937,0.0002824137,0.0003740705,0.0002548144,0.0003649568,0.0004161685,0.0003706563,0.002334036],"category_scores_gemma":[0.001871524,0.0002187235,0.0002963778,0.0004699353,0.000132031,0.0003535112,0.0001934095,0.0002901398,0.0004141906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001030435,"about_ca_system_score_gemma":0.0006772933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002508431,"about_ca_topic_score_gemma":0.002404537,"domain_scores_codex":[0.9998006,0.00004933339,0.00001029654,0.00002280995,0.0001043247,0.00001275867],"domain_scores_gemma":[0.9994087,0.0003221773,0.00007070261,0.0000496038,0.0001305165,0.00001841909],"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":[0.0002895426,0.00003697601,0.004620092,0.0002207628,0.00006234762,0.0000992338,0.000114386,0.9114531,0.02013003,0.006651244,0.00129664,0.05502562],"study_design_scores_gemma":[0.00001619746,0.00005451633,0.001525438,0.00002137414,0.00002982016,0.0001097972,0.00001009357,0.977721,0.01596004,0.001164592,0.003371752,0.00001537736],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1317518,0.001109266,0.8543745,0.0001354982,0.00004518159,0.0001124355,0.0002326203,0.001636998,0.01060162],"genre_scores_gemma":[0.7952252,0.0004533336,0.2002257,0.00007079978,0.000009925076,0.0001515316,0.0002671338,0.0004211762,0.003175209],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002508431,"threshold_uncertainty_score":0.007808089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01169845504592878,"score_gpt":0.311984895810167,"score_spread":0.3002864407642383,"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."}}