{"id":"W4415403699","doi":"10.1148/radiol.250329","title":"Standalone Endovascular Embolization versus Stereotactic Radiosurgery in the Treatment of Arteriovenous Malformations in Eloquent Brain","year":2025,"lang":"en","type":"article","venue":"Radiology","topic":"Vascular Malformations Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University of Toronto","funders":"","keywords":"Radiosurgery; Embolization; Digital subtraction angiography; Modified Rankin Scale; Arteriovenous malformation; Retrospective cohort study; Odds ratio; Endovascular treatment","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000275835,0.0001208767,0.0003939639,0.000407575,0.00003962825,0.000007701447,0.00005462474,0.00007437208,0.00003440195],"category_scores_gemma":[0.00006718977,0.00008334727,0.0001468366,0.0004444044,0.00004679913,0.00006014429,0.000006176431,0.00006046534,0.000006959556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003979934,"about_ca_system_score_gemma":0.0001125186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001585975,"about_ca_topic_score_gemma":0.0001846496,"domain_scores_codex":[0.9989226,0.0002162105,0.0004218372,0.0001397767,0.0001063759,0.0001932273],"domain_scores_gemma":[0.9991766,0.0003445783,0.0000744628,0.0003505083,0.00003040798,0.00002342853],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002838636,0.02268209,0.6805273,0.0006211322,0.004434103,0.001107037,0.04652368,0.003402779,0.0005534844,0.06353107,0.002436762,0.171342],"study_design_scores_gemma":[0.0176085,0.002065586,0.9572409,0.0001419513,0.0003434875,0.0002527149,0.001665624,0.001065144,0.0002899035,0.0001945424,0.01899597,0.000135617],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913908,0.003467239,0.0003615873,0.002414464,0.0002047451,0.0008559471,0.000009582474,0.00001207551,0.00128361],"genre_scores_gemma":[0.9975271,0.001639136,0.0001181881,0.000244073,0.00001901695,0.0002907855,0.0001210145,0.000005638681,0.00003509226],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2767137,"threshold_uncertainty_score":0.3398803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01919988606284858,"score_gpt":0.2955355936131813,"score_spread":0.2763357075503327,"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."}}