{"id":"W2066709309","doi":"10.1016/j.meddos.2006.12.002","title":"Does Intensity Modulation Improve Healthy Tissue Sparing in Stereotactic Radiosurgery of Complex Arteriovenous Malformations?","year":2007,"lang":"en","type":"article","venue":"Medical dosimetry","topic":"Vascular Malformations Diagnosis and Treatment","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vancouver General Hospital; BC Cancer Agency","funders":"","keywords":"Radiosurgery; Medicine; Nuclear medicine; Arteriovenous malformation; Intensity (physics); Radiology; Radiation therapy","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":[0.0004730386,0.0002051635,0.0005757463,0.0002693718,0.0001460101,0.0002800585,0.0004727981,0.0004987433,0.002362939],"category_scores_gemma":[0.001173754,0.0001391143,0.000396796,0.0002802163,0.0003712764,0.000603412,0.0002059946,0.0003893196,0.0002126409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000216268,"about_ca_system_score_gemma":0.0002088263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008084759,"about_ca_topic_score_gemma":0.0007333408,"domain_scores_codex":[0.9998473,0.00004478921,0.0000104763,0.00002263745,0.00004138633,0.00003340278],"domain_scores_gemma":[0.9997979,0.000108255,0.00004465449,0.00002570599,0.00001258756,0.00001079868],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.006877533,0.001194226,0.01958489,0.0005884469,0.0004547892,0.0002427488,0.0003048354,0.009468136,0.5242556,0.003136717,0.001099829,0.4327923],"study_design_scores_gemma":[0.002257148,0.02878848,0.3490181,0.0001946484,0.002397457,0.004704069,0.000504698,0.02972261,0.5531013,0.006673723,0.02250735,0.0001304181],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9609275,0.01451159,0.01580964,0.001984949,0.0001655644,0.00008700517,0.00008588393,0.0001956034,0.006232234],"genre_scores_gemma":[0.9935259,0.002755043,0.002722642,0.0001965598,0.0001090937,0.00001656186,0.00002742316,0.00005508922,0.000591751],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002362939,"threshold_uncertainty_score":0.007904828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02080484463788944,"score_gpt":0.3046403328226334,"score_spread":0.2838354881847439,"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."}}