{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002192342,0.0001667219,0.0004216014,0.0001761143,0.00005717723,0.0002410238,0.0001478887,0.0001622996,0.001169667],"category_scores_gemma":[0.0005240701,0.00006604094,0.0002739585,0.0001910886,0.0001976961,0.0002184586,0.0001100912,0.0001577584,0.0001729244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001523241,"about_ca_system_score_gemma":0.0001293033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003410319,"about_ca_topic_score_gemma":0.0009505257,"domain_scores_codex":[0.9999089,0.00002840417,0.000006759204,0.00001520458,0.00002773632,0.00001283185],"domain_scores_gemma":[0.9998564,0.00006044894,0.00004606017,0.00001248884,0.000008271847,0.00001640457],"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":[0.0157313,0.0007127527,0.0917364,0.001089589,0.0005089261,0.0008729188,0.0001528321,0.005240766,0.1626042,0.0005274915,0.0003399915,0.7204828],"study_design_scores_gemma":[0.002250273,0.08766179,0.7284651,0.0002098386,0.002537736,0.01976279,0.0004467797,0.01512166,0.1211272,0.00263698,0.01968271,0.00009707296],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921366,0.005580938,0.001584244,0.00007875376,0.00001697896,0.00001282885,0.00001973252,0.0000151956,0.0005547235],"genre_scores_gemma":[0.9972386,0.001458226,0.001066223,0.00002833515,0.00003207209,0.000004613589,0.00002736206,0.000008467856,0.0001359638],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001169667,"threshold_uncertainty_score":0.003912985,"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."}}