{"id":"W2919937274","doi":"10.1016/j.wneu.2019.02.104","title":"Seizure Presentation in Patients with Brain Arteriovenous Malformations Treated with Stereotactic Radiosurgery: A Multicenter Study","year":2019,"lang":"en","type":"article","venue":"World Neurosurgery","topic":"Vascular Malformations Diagnosis and Treatment","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"Elekta","keywords":"Medicine; Radiosurgery; Presentation (obstetrics); Arteriovenous malformation; Intracranial Arteriovenous Malformations; Radiology; Cerebral angiography; Angiography; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002852097,0.0003659933,0.0005639408,0.0009415887,0.0005846756,0.0007711933,0.0002964341,0.0005266392,0.001346128],"category_scores_gemma":[0.001476919,0.0002133083,0.0006084232,0.001426585,0.0003731675,0.0008903939,0.0005398263,0.0003718548,0.0002524903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004572861,"about_ca_system_score_gemma":0.0004613833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003158217,"about_ca_topic_score_gemma":0.003541474,"domain_scores_codex":[0.9996011,0.000100297,0.00007492486,0.00009477777,0.00005242208,0.00007643935],"domain_scores_gemma":[0.9992625,0.00009273988,0.0003887381,0.00003958282,0.00007861482,0.000137851],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003065709,0.00009708916,0.9968539,0.000009460147,0.0001036071,0.0007976655,0.0001730613,0.00003018838,0.0003657882,0.0000184882,0.0001096786,0.001134499],"study_design_scores_gemma":[0.00005603487,0.0002767354,0.995584,0.000006827147,0.00008675573,0.002714375,0.0008155549,0.00009341777,0.00007239648,0.00003682258,0.0002458755,0.00001116719],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993944,0.0001372317,0.00002359692,0.00003345486,0.000003878163,0.000007346486,0.0001291697,0.000001446394,0.0002694319],"genre_scores_gemma":[0.9993821,0.0001370714,0.00002424356,0.00004267817,0.00001981719,0.000009374524,0.0002975587,0.000002405296,0.00008471757],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003158217,"threshold_uncertainty_score":0.006279647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00813526383913477,"score_gpt":0.2249389385788242,"score_spread":0.2168036747396894,"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."}}