{"id":"W1485063912","doi":"10.3171/2008.6.17601","title":"Management strategies for anterior cranial fossa (ethmoidal) dural arteriovenous fistulas with an emphasis on endovascular treatment","year":2008,"lang":"en","type":"article","venue":"Journal of neurosurgery","topic":"Vascular Malformations Diagnosis and Treatment","field":"Medicine","cited_by":142,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University of Toronto","funders":"","keywords":"Medicine; Anterior cranial fossa; Surgery; Radiosurgery; Fistula; Arteriovenous fistula; Embolization; Radiology; Skull; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001483142,0.0002555427,0.0006055032,0.0003530587,0.000202986,0.00006423631,0.00006885613,0.0000445193,0.00002298404],"category_scores_gemma":[0.0000134593,0.0001633264,0.0005993808,0.0001483656,0.00005619213,0.0003136701,0.000008769079,0.00008791791,0.000005291779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001580864,"about_ca_system_score_gemma":0.000147663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009355019,"about_ca_topic_score_gemma":0.000005832957,"domain_scores_codex":[0.9984832,0.00005695246,0.0005520063,0.0002011012,0.0004383926,0.0002683221],"domain_scores_gemma":[0.9989635,0.00007804766,0.0003013536,0.0003172658,0.0001533623,0.0001864061],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.04948297,0.06710655,0.1463932,0.001530265,0.02232598,0.1855071,0.009832479,0.006347396,0.00843839,0.0009884966,0.005183287,0.4968639],"study_design_scores_gemma":[0.03420087,0.06435198,0.8108803,0.0009347437,0.002901064,0.04121601,0.001542847,0.0003722101,0.005390274,0.0001038224,0.03738001,0.0007258792],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975288,0.0002812728,0.0005290553,0.0005680226,0.0002637202,0.0005885015,0.00001407188,0.00002355066,0.0002030434],"genre_scores_gemma":[0.9963217,0.001263211,0.001616682,0.0003582333,0.0002338968,0.00007556786,0.00001266016,0.00003550051,0.00008256753],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6644871,"threshold_uncertainty_score":0.6660257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03235169865367519,"score_gpt":0.2712494973986332,"score_spread":0.2388977987449581,"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."}}