{"id":"W2602210025","doi":"10.1016/j.wneu.2017.03.061","title":"Stereotactic Radiosurgery for ARUBA (A Randomized Trial of Unruptured Brain Arteriovenous Malformations)–Eligible Spetzler-Martin Grade I and II Arteriovenous Malformations: A Multicenter Study","year":2017,"lang":"en","type":"article","venue":"World Neurosurgery","topic":"Vascular Malformations Diagnosis and Treatment","field":"Medicine","cited_by":53,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Medicine; Radiosurgery; Arteriovenous malformation; Intracranial Arteriovenous Malformations; Cohort; Randomized controlled trial; Retrospective cohort study; Stroke (engine); 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001696608,0.00044144,0.001673163,0.0007491284,0.001035457,0.0002895235,0.0001858309,0.00008755769,0.00005422294],"category_scores_gemma":[0.001513354,0.0003651213,0.0007978798,0.0002180273,0.0002318928,0.0008424459,0.00013475,0.0002229945,0.00001513977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007430205,"about_ca_system_score_gemma":0.0001244065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006461753,"about_ca_topic_score_gemma":0.00005055176,"domain_scores_codex":[0.9964948,0.000312374,0.001741041,0.0004460179,0.000486604,0.0005191916],"domain_scores_gemma":[0.9957684,0.001286811,0.001290858,0.001240578,0.000183912,0.0002294104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.8103766,0.04502069,0.07826658,0.002114747,0.00560772,0.0004863212,0.01431701,0.0001121468,0.001363157,0.001329287,0.02161845,0.01938728],"study_design_scores_gemma":[0.9244549,0.002253781,0.05233317,0.0004762887,0.001755509,0.0002117986,0.000431919,0.002942858,0.0009483013,0.0001757795,0.01339372,0.0006219879],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9841398,0.0002888731,0.0001702719,0.005604421,0.001045808,0.008151151,0.00007663848,0.00008731374,0.0004357259],"genre_scores_gemma":[0.9957411,0.0001845769,0.0004272921,0.0009853936,0.0001888801,0.001657016,0.00009773574,0.00005817721,0.0006598003],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1140783,"threshold_uncertainty_score":0.9998801,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03085485966309196,"score_gpt":0.3058393454431308,"score_spread":0.2749844857800388,"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."}}