{"id":"W2075462481","doi":"10.1002/jmrs.52","title":"Comparing four volumetric modulated arc therapy beam arrangements for the treatment of early‐stage prostate cancer","year":2014,"lang":"en","type":"article","venue":"Journal of Medical Radiation Sciences","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Radiation therapy; Medicine; Prostate cancer; Radiation treatment planning; Stage (stratigraphy); Nuclear medicine; Rectum; Brachytherapy; Beam (structure); Prostate; Arc (geometry); Medical physics; Cancer; Radiology; Surgery; Optics; Mathematics; Physics; Internal medicine; Geology","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":[0.0007604264,0.0003878993,0.0002608733,0.0005922955,0.0001823697,0.0003464215,0.0005735412,0.0003382452,0.002612225],"category_scores_gemma":[0.00210864,0.000392376,0.0006004626,0.0004637268,0.000173381,0.0002866652,0.0003024023,0.0003428302,0.0004266298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004586509,"about_ca_system_score_gemma":0.0003829287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008573331,"about_ca_topic_score_gemma":0.001479401,"domain_scores_codex":[0.9994562,0.0001828831,0.00003915696,0.00006743254,0.0002152748,0.00003893643],"domain_scores_gemma":[0.9992329,0.0003611897,0.0001729378,0.0001009135,0.0000903741,0.00004169125],"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":[0.01505206,0.001509427,0.05013387,0.001577326,0.001140984,0.0001951332,0.0006170091,0.08829707,0.1938461,0.001317156,0.000968008,0.6453458],"study_design_scores_gemma":[0.006508704,0.09330261,0.4977536,0.0005528801,0.003030809,0.006232721,0.0007036584,0.08383702,0.2643915,0.003275306,0.03994991,0.0004613978],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9410099,0.005399115,0.04960032,0.0001240812,0.0000853169,0.0002928444,0.000210945,0.0004521591,0.002825298],"genre_scores_gemma":[0.9628572,0.001190149,0.03449943,0.00003842156,0.00002838897,0.0001317942,0.0001850621,0.0001193883,0.0009502582],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002612225,"threshold_uncertainty_score":0.008738816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.049675363087475,"score_gpt":0.3678539850372074,"score_spread":0.3181786219497324,"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."}}