{"id":"W4401793433","doi":"10.1227/neu.0000000000003152","title":"Stereotactic Radiosurgery With Versus Without Neoadjuvant Endovascular Embolization for Brain Arteriovenous Malformations With Associated Intracranial Aneurysms","year":2024,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Vascular Malformations Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Medicine; Radiosurgery; Embolization; Concomitant; Radiology; Aneurysm; Intracranial Arteriovenous Malformations; Arteriovenous malformation; Cerebral angiography; Surgery; 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":[0.0003192867,0.000110299,0.0002501133,0.0002266348,0.00008858343,0.0001465546,0.0001141177,0.00009286586,0.0005611762],"category_scores_gemma":[0.0008117809,0.00005353129,0.0003263549,0.0001606383,0.000201156,0.0001397893,0.0001113986,0.0001359014,0.0001018865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001966551,"about_ca_system_score_gemma":0.0003458104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003862681,"about_ca_topic_score_gemma":0.001802043,"domain_scores_codex":[0.9998326,0.00005212024,0.00002742989,0.00002261198,0.00004558386,0.00001965886],"domain_scores_gemma":[0.9995894,0.0001355732,0.0001794801,0.00002359981,0.00002114406,0.00005093866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03130577,0.001962893,0.7226044,0.0005550254,0.001209338,0.001745206,0.0001927522,0.001759833,0.02433505,0.000162269,0.0008265561,0.2133409],"study_design_scores_gemma":[0.0005708397,0.02294043,0.9623538,0.00006580819,0.0007869688,0.005591464,0.0001224278,0.0009630555,0.004893876,0.00009627464,0.001599993,0.00001512702],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988661,0.0007225117,0.0001005777,0.00001322401,0.000006616645,0.000007311117,0.00002464302,0.000002662507,0.0002562186],"genre_scores_gemma":[0.9990589,0.0005502988,0.0001849837,0.00001940106,0.00002417888,0.00001159461,0.00008112349,0.000001085958,0.00006848505],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005611762,"threshold_uncertainty_score":0.001877308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01891741970565771,"score_gpt":0.2596109449877467,"score_spread":0.240693525282089,"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."}}