{"id":"W2296271979","doi":"10.1017/cjn.2015.267","title":"Gamma Knife Radiosurgery for Pediatric Arteriovenous Malformations: A Canadian Experience","year":2015,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Vascular Malformations Diagnosis and Treatment","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine; Radiosurgery; Arteriovenous malformation; Demographics; Intracranial Arteriovenous Malformations; Complication; Gamma knife; Retrospective cohort study; Surgery; Radiology; Cerebral angiography; Radiation therapy; Angiography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.0003774866,0.0006585682,0.0002834161,0.001032166,0.001703922,0.0007725548,0.0007661026,0.0005237393,0.002130396],"category_scores_gemma":[0.001765571,0.0003042255,0.0003582178,0.002809978,0.0008594221,0.0003722997,0.000520493,0.0007075284,0.0004771736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004527845,"about_ca_system_score_gemma":0.006978306,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.245065,"about_ca_topic_score_gemma":0.4025068,"domain_scores_codex":[0.9994802,0.00005980736,0.00004744196,0.00008134677,0.0002156874,0.0001156444],"domain_scores_gemma":[0.9990089,0.0001534929,0.0002703252,0.00005371832,0.0002483616,0.0002651841],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004581007,0.0005768606,0.6313136,0.001023465,0.0002337619,0.07248804,0.006630092,0.002216076,0.01184805,0.001251117,0.007425709,0.2645352],"study_design_scores_gemma":[0.0001097663,0.001268916,0.6150479,0.0004981387,0.000266318,0.3271459,0.004176048,0.001123369,0.004963061,0.0003911729,0.04488097,0.0001284489],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9720487,0.01274128,0.001908108,0.0008921682,0.00007369526,0.0001147784,0.0003197085,0.00005723088,0.01184423],"genre_scores_gemma":[0.9714939,0.02376078,0.002591378,0.0003666414,0.0001010558,0.00002933115,0.0002966543,0.00006348237,0.00129676],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.754935,"threshold_uncertainty_score":0.4872771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06553944190800713,"score_gpt":0.2901616295413235,"score_spread":0.2246221876333163,"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."}}