{"id":"W4236480558","doi":"10.1227/01.neu.0000333954.79231.68","title":"Embolization before Radiosurgery Reduces the Obliteration Rate of Arteriovenous Malformations","year":2008,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Vascular Malformations Diagnosis and Treatment","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Radiosurgery; Embolization; Arteriovenous malformation; Intracranial Arteriovenous Malformations; Radiology; Cerebral angiography; Angiography; Radiation therapy","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":[0.002383967,0.0006344174,0.001088629,0.0007857449,0.0006651126,0.001124736,0.000901817,0.006578852,0.004628864],"category_scores_gemma":[0.01689075,0.0002002925,0.0009080755,0.0003950606,0.0006412718,0.001716336,0.000576495,0.006188469,0.001870299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008731326,"about_ca_system_score_gemma":0.0005767376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008890151,"about_ca_topic_score_gemma":0.0008496666,"domain_scores_codex":[0.9991977,0.0002365794,0.0001422032,0.0001322818,0.00019688,0.00009432204],"domain_scores_gemma":[0.9923613,0.004188381,0.0006794923,0.0002199857,0.002235242,0.0003154993],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.002084512,0.000235681,0.007478935,0.001509909,0.0002495572,0.004456234,0.0003211248,0.0002721155,0.002978087,0.001438484,0.830691,0.1482843],"study_design_scores_gemma":[0.0007783027,0.001536159,0.02371778,0.001104859,0.001161325,0.02041431,0.0006752487,0.001750126,0.009629739,0.005349962,0.9335739,0.0003083293],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01596662,0.0510697,0.001850641,0.7691688,0.1587779,0.00007516977,0.0002834279,0.0002721142,0.0025356],"genre_scores_gemma":[0.09826118,0.03296147,0.002467238,0.5968505,0.2540879,0.0001648074,0.0003336985,0.0002190777,0.01465412],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006578852,"threshold_uncertainty_score":0.01548511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02229263739378816,"score_gpt":0.2349287389333695,"score_spread":0.2126361015395813,"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."}}