{"id":"W4308685709","doi":"10.1002/acm2.13815","title":"Volume staging for arteriovenous malformation SRS treatment using VMAT","year":2022,"lang":"en","type":"article","venue":"Journal of Applied Clinical Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Abbotsford Veterinary Clinic; University of British Columbia","funders":"","keywords":"Nuclear medicine; Radiosurgery; Truebeam; Medicine; Arteriovenous malformation; Linear particle accelerator; Radiation therapy; Radiology; Physics; Beam (structure)","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":[0.0003150961,0.0001723363,0.0002248259,0.0003746438,0.0001403747,0.0002504524,0.000245619,0.0001121363,0.00121226],"category_scores_gemma":[0.0004792339,0.0001242842,0.0002494232,0.000202317,0.000161982,0.0001375975,0.0001832196,0.000208007,0.000246188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003877294,"about_ca_system_score_gemma":0.0002811586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00231121,"about_ca_topic_score_gemma":0.004375005,"domain_scores_codex":[0.9998281,0.0000457532,0.000008275843,0.00002493025,0.00007242028,0.00002049584],"domain_scores_gemma":[0.9998957,0.00004039862,0.0000278563,0.00001714343,0.000009452328,0.000009414937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001544516,0.0001507967,0.05298886,0.0002327618,0.0002204689,0.001067799,0.0002034594,0.04223017,0.5429548,0.001848278,0.001486351,0.3550717],"study_design_scores_gemma":[0.00048661,0.005611564,0.4150498,0.00005769102,0.0003389028,0.01184186,0.0001642283,0.1291573,0.4111556,0.001963863,0.02408971,0.00008287803],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9388213,0.002426127,0.05452665,0.00006594932,0.00002535775,0.00008037165,0.0001615275,0.0003990631,0.003493697],"genre_scores_gemma":[0.9798157,0.0002843449,0.01864326,0.00001830417,0.000008491277,0.00003475542,0.0002030694,0.00007049852,0.0009215499],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.00231121,"threshold_uncertainty_score":0.004595578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03925473207137872,"score_gpt":0.3741710988264726,"score_spread":0.3349163667550939,"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."}}