{"id":"W2121346291","doi":"10.7785/tcrt.2012.500268","title":"Treatment Planning and Delivery Evaluation of Volumetric Modulated Arc Therapy for Stereotactic Body Radiotherapy of Spinal Tumours: Impact of Arc Discretization in Planning System","year":2012,"lang":"en","type":"article","venue":"Technology in Cancer Research & Treatment","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; Princess Margaret Cancer Centre; University of Toronto; Health Sciences Centre; University Health Network","funders":"","keywords":"Arc (geometry); Radiation treatment planning; Radiation therapy; Medicine; Discretization; Nuclear medicine; Medical physics; Radiology; Mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.0006147726,0.0002055905,0.0005215963,0.00145711,0.00004865253,0.000006067963,0.000119638,0.0001043313,0.00001622167],"category_scores_gemma":[0.0000090575,0.0001597738,0.00008126636,0.0009016703,0.0001735537,0.0001514023,0.00001397896,0.0001209633,4.144526e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002356871,"about_ca_system_score_gemma":0.0002914974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003903418,"about_ca_topic_score_gemma":0.00001432301,"domain_scores_codex":[0.9983854,0.0002012358,0.000430753,0.0002599967,0.0003016649,0.000420965],"domain_scores_gemma":[0.9990278,0.0001480861,0.0002860599,0.0002784326,0.0002170749,0.00004249139],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009716403,0.0007419133,0.8673702,0.00004031447,0.0003949916,0.000001117147,0.001102981,0.00341511,0.03509416,0.0004266392,0.000001116294,0.09043977],"study_design_scores_gemma":[0.01855281,0.01856414,0.5593715,0.001454842,0.0001471583,0.000009235248,0.00211707,0.07249434,0.3247822,0.002050691,0.00003020903,0.0004258415],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9767231,0.01754571,0.003445064,0.00003388919,0.00001795531,0.002124115,0.00006199072,0.00002853916,0.00001961436],"genre_scores_gemma":[0.996083,0.0008351267,0.001796231,3.230128e-7,0.00003258801,0.001195429,0.00002313186,0.00002926221,0.000004870348],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3079987,"threshold_uncertainty_score":0.6515387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09586959349206152,"score_gpt":0.4651708036322146,"score_spread":0.369301210140153,"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."}}