{"id":"W3090271528","doi":"10.1093/neuros/nyaa418","title":"Stereotactic Radiosurgery With Versus Without Embolization for Brain Arteriovenous Malformations","year":2020,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Vascular Malformations Diagnosis and Treatment","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"Brainlab; National Institute of General Medical Sciences","keywords":"Medicine; Radiosurgery; Embolization; Arteriovenous malformation; Intracranial Arteriovenous Malformations; Asymptomatic; Odds ratio; Retrospective cohort study; Cohort; Nuclear medicine; Complication; Radiology; Surgery; Radiation therapy; Cerebral angiography; Angiography; Internal medicine","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":[0.001012021,0.0001303969,0.0002773252,0.0005993656,0.0001460312,0.000212155,0.0002288221,0.0001586601,0.0008466335],"category_scores_gemma":[0.003058813,0.00008065654,0.0005699519,0.0005992833,0.0003747851,0.0002649983,0.0002568558,0.0001499959,0.0001151789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004623115,"about_ca_system_score_gemma":0.0006640336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001005887,"about_ca_topic_score_gemma":0.002309142,"domain_scores_codex":[0.9992338,0.0001703866,0.0001463002,0.0001515576,0.0002429387,0.00005502029],"domain_scores_gemma":[0.9980355,0.0004156106,0.001277713,0.0001154821,0.00008599861,0.00006971943],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.005373485,0.0002880171,0.9070418,0.00048146,0.001546475,0.0006937237,0.00009102704,0.001294554,0.002755189,0.0003175335,0.0006845736,0.07943216],"study_design_scores_gemma":[0.000438945,0.004375644,0.9835008,0.0001073763,0.000824885,0.005455125,0.0000940868,0.001040358,0.001918504,0.0003175484,0.00191563,0.00001110909],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967772,0.001372508,0.0006960759,0.00004975947,0.00001341394,0.00005321632,0.0002207736,0.000007951809,0.0008090577],"genre_scores_gemma":[0.9982394,0.0007911225,0.0004117682,0.00004819221,0.00004830669,0.00003267563,0.0003482364,0.000002482669,0.00007769136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001012021,"threshold_uncertainty_score":0.005352199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04877837263196641,"score_gpt":0.2758556852416488,"score_spread":0.2270773126096824,"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."}}