{"id":"W2035569055","doi":"10.7785/tcrt.2012.500289","title":"Single Arc Volumetric Modulated Arc Therapy for Complex Brain Gliomas: Is There an Advantage as Compared to Intensity Modulated Radiotherapy or by Adding a Partial Arc?","year":2012,"lang":"en","type":"article","venue":"Technology in Cancer Research & Treatment","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University Health Network; Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Nuclear medicine; Radiation therapy; Arc (geometry); Medicine; Glioma; Radiology; Cancer research","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004973255,0.0005454604,0.0008521298,0.001350858,0.0003845164,0.0000694734,0.0006649989,0.0002594992,0.001082339],"category_scores_gemma":[0.00002673579,0.0004449799,0.0001468364,0.002430644,0.0003992752,0.0003036798,0.00008438167,0.0004762487,0.000008739062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002051606,"about_ca_system_score_gemma":0.0002063818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004629056,"about_ca_topic_score_gemma":0.0002168237,"domain_scores_codex":[0.9962471,0.0002338558,0.0005162293,0.0009083381,0.0004307407,0.001663739],"domain_scores_gemma":[0.9979796,0.0002781316,0.0001639693,0.0009747655,0.0002806731,0.0003228689],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.004066375,0.004216019,0.05704973,0.00001545269,0.0008408824,0.00001821871,0.002303808,0.000178711,0.6014714,0.0005917557,0.00365172,0.3255959],"study_design_scores_gemma":[0.01088935,0.009643984,0.002592353,0.000157231,0.00003213195,0.00001634738,0.001466613,0.01142681,0.7672107,0.00451926,0.1909448,0.001100437],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9679543,0.003010179,0.02043899,0.003367295,0.00008033762,0.004070539,0.0004897984,0.0005166313,0.00007193942],"genre_scores_gemma":[0.9767324,0.000553828,0.01835917,0.0002589661,0.0001967029,0.003180402,0.0001668207,0.0001448369,0.0004069126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3244955,"threshold_uncertainty_score":0.9998308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1010892701639526,"score_gpt":0.4381455792270502,"score_spread":0.3370563090630976,"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."}}