{"id":"W1986787124","doi":"10.1016/j.ijrobp.2008.06.067","title":"Volumetric Modulated Arc Therapy (VMAT) Reduces Treatment Time and Improves Dosimetry Compared to Conventional Intensity Modulated Radiotherapy (IMRT) for Frontal and Temporal High-grade Gliomas (HGG)","year":2008,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Medicine; Radiation therapy; Dosimetry; Nuclear medicine; Arc (geometry); Intensity (physics); Medical physics; Radiology; Optics","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":[0.0001008722,0.0001746262,0.000230383,0.0002726668,0.00009425908,0.0001909976,0.0003605772,0.0001289866,0.00201793],"category_scores_gemma":[0.0003238046,0.00008592171,0.0002570317,0.000438014,0.00009689433,0.0001618252,0.0001333685,0.0002107616,0.0002694329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002608073,"about_ca_system_score_gemma":0.0002361732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002478475,"about_ca_topic_score_gemma":0.003143742,"domain_scores_codex":[0.9999241,0.00001221282,0.00000358326,0.00001045734,0.00003792128,0.00001182841],"domain_scores_gemma":[0.9999405,0.00001554579,0.00002447694,0.000009064996,0.000005402889,0.00000505812],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.004749645,0.0007331226,0.01154466,0.0004263026,0.0002860189,0.0001633084,0.0001051873,0.02451952,0.2809107,0.001483519,0.003146852,0.6719311],"study_design_scores_gemma":[0.001618234,0.01483587,0.3284788,0.00007966883,0.001165802,0.00655383,0.0001337188,0.07688145,0.5189072,0.003963599,0.04728487,0.00009691568],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9507668,0.007546639,0.03411989,0.000223039,0.0001346467,0.00009651488,0.0004607195,0.0008545401,0.005797223],"genre_scores_gemma":[0.9887527,0.001154337,0.00779103,0.00004703972,0.00002616622,0.00001913102,0.0002407732,0.0001751418,0.001793695],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002478475,"threshold_uncertainty_score":0.006750703,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02647975999975771,"score_gpt":0.3138236501334708,"score_spread":0.2873438901337131,"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."}}