{"id":"W3090271528","doi":"10.1093/neuros/nyaa418","title":"Stereotactic Radiosurgery With Versus Without Embolization for Brain Arteriovenous Malformations","year":2020,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Vascular Malformations Diagnosis and Treatment","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"Brainlab; National Institute of General Medical Sciences","keywords":"Medicine; Radiosurgery; Embolization; Arteriovenous malformation; Intracranial Arteriovenous Malformations; Asymptomatic; Odds ratio; Retrospective cohort study; Cohort; Nuclear medicine; Complication; Radiology; Surgery; Radiation therapy; Cerebral angiography; Angiography; Internal medicine","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":[0.0001008907,0.0001807953,0.0003492757,0.0001141018,0.0001498763,0.00006395658,0.00004146379,0.00005124325,0.00005394406],"category_scores_gemma":[0.0002937322,0.0001469086,0.000184309,0.0002905695,0.00003136653,0.0003057485,0.0000132609,0.00008961844,0.00005225479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004559716,"about_ca_system_score_gemma":0.0001198371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002686927,"about_ca_topic_score_gemma":0.000001870586,"domain_scores_codex":[0.9989081,0.00003749399,0.00032579,0.0002380787,0.0002382202,0.0002523153],"domain_scores_gemma":[0.9989939,0.0003004996,0.0001353607,0.000250132,0.0001118146,0.0002082514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02051821,0.005635083,0.7151085,0.003451973,0.004179204,0.000948844,0.007799516,0.005229291,0.004334452,0.004151117,0.1679861,0.06065768],"study_design_scores_gemma":[0.04412654,0.01066609,0.45603,0.0006300505,0.003073798,0.001592426,0.0007797537,0.05304722,0.006463941,0.00005838741,0.4216163,0.001915444],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9695133,0.0001103899,0.008702029,0.01884273,0.0004131371,0.0013167,0.00005167747,0.0002380905,0.0008119598],"genre_scores_gemma":[0.9926023,0.00004242302,0.0007979716,0.005804847,0.0001680035,0.000246779,0.0002328017,0.00004542236,0.00005942318],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2590785,"threshold_uncertainty_score":0.5990758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04877837263196641,"score_gpt":0.2758556852416488,"score_spread":0.2270773126096824,"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."}}