{"id":"W2015743821","doi":"10.1118/1.4740138","title":"Poster — Thur Eve — 30: Comparison of treatment planning and delivery performance of VMAT versus IMRT","year":2012,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Linear particle accelerator; Nuclear medicine; Quality assurance; Monte Carlo method; Ionization chamber; Radiation treatment planning; Eclipse; Truebeam; Medicine; Medical physics; Physics; Radiation therapy; Mathematics; Optics; Beam (structure); Radiology; Statistics","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":[0.001205282,0.0001338756,0.0002547673,0.0004093144,0.0001937399,0.0004449963,0.00025073,0.0001950053,0.00289696],"category_scores_gemma":[0.002180189,0.00009585073,0.0003409235,0.0003647154,0.0001661682,0.0002784597,0.0002431058,0.0002457071,0.0007745919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004773538,"about_ca_system_score_gemma":0.0002566289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00180131,"about_ca_topic_score_gemma":0.001209455,"domain_scores_codex":[0.9995639,0.0001167252,0.00002786105,0.00007581758,0.0001687278,0.00004699552],"domain_scores_gemma":[0.9991511,0.0003325986,0.0001640667,0.0001247756,0.000132657,0.00009486837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01793237,0.001008599,0.4673828,0.000328686,0.0003607727,0.0003271586,0.0006392749,0.05005088,0.09800919,0.0006445014,0.007844277,0.3554715],"study_design_scores_gemma":[0.0001655339,0.01385621,0.873055,0.00002333707,0.0001694494,0.001201029,0.0001767333,0.02051802,0.08118525,0.0003112734,0.009281667,0.00005652251],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9941934,0.0003575457,0.00182323,0.0000592284,0.00002377124,0.00002527577,0.0005117671,0.00009632063,0.002909371],"genre_scores_gemma":[0.9967769,0.00006953203,0.0009714756,0.0000200638,0.00002346629,0.00001307985,0.0007148717,0.000070432,0.001340188],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.00289696,"threshold_uncertainty_score":0.009691298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03022681267319835,"score_gpt":0.3279035207818755,"score_spread":0.2976767081086771,"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."}}