{"id":"W3006842210","doi":"10.1093/neuros/nyaa004","title":"Stereotactic Radiosurgery for Spetzler-Martin Grade I and II Arteriovenous Malformations: International Society of Stereotactic Radiosurgery (ISRS) Practice Guideline","year":2020,"lang":"en","type":"review","venue":"Neurosurgery","topic":"Vascular Malformations Diagnosis and Treatment","field":"Medicine","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Radiosurgery; Medicine; Guideline; Radiology; Intracranial Arteriovenous Malformations; Systematic review; Arteriovenous malformation; MEDLINE; Limiting; Radiation therapy; Cerebral angiography; Angiography; Pathology","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":[0.02019472,0.001189788,0.002644228,0.008478839,0.0007241429,0.002044652,0.003707106,0.003034599,0.002209263],"category_scores_gemma":[0.0481636,0.0006749758,0.004573293,0.005686729,0.001014201,0.001976953,0.001309953,0.001994136,0.001482927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003104547,"about_ca_system_score_gemma":0.01364487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01021579,"about_ca_topic_score_gemma":0.01972045,"domain_scores_codex":[0.9864699,0.003229119,0.00675314,0.0006330118,0.002705472,0.0002094132],"domain_scores_gemma":[0.9647362,0.01115692,0.009041628,0.0007620036,0.01370792,0.0005953397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004725115,0.0001521458,0.009348067,0.2472286,0.003822702,0.0005895274,0.0009035293,0.001472745,0.002908609,0.003245035,0.1628231,0.5670334],"study_design_scores_gemma":[0.001149248,0.0006478857,0.02643821,0.4946918,0.01797027,0.003544298,0.001055338,0.002123906,0.002804064,0.009757379,0.4395837,0.000233956],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004507071,0.9398769,0.01148359,0.02694697,0.001748801,0.002605123,0.002753861,0.0002938433,0.009783911],"genre_scores_gemma":[0.04164653,0.8665091,0.0682964,0.01129253,0.001116815,0.004332824,0.004294377,0.00012384,0.002387572],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02019472,"threshold_uncertainty_score":0.1068012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05473746478411869,"score_gpt":0.3422304553501749,"score_spread":0.2874929905660562,"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."}}