{"id":"W2074745713","doi":"10.3138/infor.49.4.234","title":"Optimization Methods for Total Marrow Irradiation using Intensity Modulated Radiation Therapy","year":2011,"lang":"en","type":"article","venue":"INFOR Information Systems and Operational Research","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University of New Brunswick","funders":"","keywords":"Isocenter; Medicine; Radiation therapy; Head and neck; Bone marrow; Radiation treatment planning; Medical physics; Nuclear medicine; Radiology; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0009186543,0.0007836986,0.0006685702,0.0007181659,0.0003229376,0.0008339167,0.0008836123,0.0005653724,0.003586418],"category_scores_gemma":[0.001841024,0.0005983639,0.000720055,0.0006774553,0.0004426259,0.000600391,0.000591325,0.0006821755,0.0006955864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001034101,"about_ca_system_score_gemma":0.001178945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004572859,"about_ca_topic_score_gemma":0.0048508,"domain_scores_codex":[0.9996729,0.000119933,0.00001299503,0.00003897899,0.0001296221,0.00002561014],"domain_scores_gemma":[0.9995785,0.0002530442,0.00005551365,0.00001977421,0.00008073992,0.00001228623],"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":[0.00005645756,0.00003195199,0.0004352091,0.000119235,0.00003995065,0.00002965445,0.00008146808,0.9221338,0.003247093,0.0145667,0.001242471,0.05801592],"study_design_scores_gemma":[0.00001137244,0.00002063532,0.0002056578,0.00001774005,0.000009883058,0.00001469775,0.00002148189,0.9909925,0.0007783516,0.005350183,0.00256736,0.00001001535],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004196967,0.0003787465,0.9909553,0.0001106072,0.00002088963,0.00004554584,0.00003129923,0.0001908594,0.004069708],"genre_scores_gemma":[0.2381267,0.0009198158,0.7512558,0.0001748592,0.00005357443,0.0004111533,0.0001732854,0.0007516617,0.008133227],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004572859,"threshold_uncertainty_score":0.01199776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1011189054565936,"score_gpt":0.4160793969227054,"score_spread":0.3149604914661118,"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."}}