{"id":"W4392357052","doi":"10.3171/2023.12.focus23801","title":"Microsurgical versus endovascular treatment of ethmoidal dural arteriovenous fistulas: systematic review and meta-analysis with a single-center case series","year":2024,"lang":"en","type":"review","venue":"Neurosurgical FOCUS","topic":"Vascular Malformations Diagnosis and Treatment","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Microsurgery; Surgery; Presentation (obstetrics); Radiosurgery; Single Center; Meta-analysis; Radiology; Radiation therapy; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01264261,0.002353966,0.01764526,0.009266813,0.0007672215,0.003493391,0.001865439,0.001935713,0.003331083],"category_scores_gemma":[0.02857713,0.001234186,0.03520085,0.008990224,0.0007116239,0.00196863,0.001500563,0.001262145,0.0003163045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002304433,"about_ca_system_score_gemma":0.004089746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004251162,"about_ca_topic_score_gemma":0.01139996,"domain_scores_codex":[0.9903142,0.003404867,0.003965743,0.0009819736,0.0009990567,0.0003342197],"domain_scores_gemma":[0.9817384,0.01181637,0.003655073,0.0006005267,0.00195425,0.0002354951],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001953275,0.00004038525,0.005265879,0.459809,0.5211867,0.0002227956,0.0001295607,0.0003099593,0.0002786625,0.0001203652,0.0004502647,0.01023315],"study_design_scores_gemma":[0.0004787779,0.0002338825,0.003827673,0.04084481,0.9525312,0.0001611726,0.00009476075,0.0001486275,0.0001106007,0.0001505332,0.001389402,0.00002865914],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00784268,0.9899274,0.000591311,0.0001534609,0.00014615,0.0005286113,0.0005426726,0.00001628787,0.0002515689],"genre_scores_gemma":[0.213826,0.778476,0.00277653,0.0009422231,0.000340338,0.002235656,0.001064967,0.00003502069,0.0003032365],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01764526,"threshold_uncertainty_score":0.06686127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1000565576017865,"score_gpt":0.3358483167564782,"score_spread":0.2357917591546917,"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."}}