{"id":"W4399630793","doi":"10.1227/neu.0000000000003045","title":"In Reply: Radiosurgery With Prior Embolization Versus Radiosurgery Alone for Intracranial Arteriovenous Malformations: A Systematic Review and Meta-Analysis","year":2024,"lang":"en","type":"review","venue":"Neurosurgery","topic":"Vascular Malformations Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Radiosurgery; Medicine; Meta-analysis; Randomized controlled trial; Sample size determination; Systematic review; Subgroup analysis; Psychological intervention; Embolization; MEDLINE; Medical physics; Surgery; Internal medicine; Statistics; Radiation therapy; Psychiatry","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":[0.02309702,0.001477533,0.004026316,0.00265412,0.001555169,0.003862039,0.003753705,0.01353934,0.009283842],"category_scores_gemma":[0.16395,0.001045015,0.003740943,0.002995132,0.001900475,0.005233921,0.002161475,0.01652483,0.002541611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003246307,"about_ca_system_score_gemma":0.006806864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004231935,"about_ca_topic_score_gemma":0.005145461,"domain_scores_codex":[0.9886049,0.005065784,0.002903788,0.001113011,0.001844925,0.0004674978],"domain_scores_gemma":[0.9013568,0.06601342,0.007192056,0.00165398,0.02185603,0.001927807],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001851486,0.00001422308,0.0006317209,0.005076644,0.000550166,0.000222601,0.000143391,0.00007114309,0.00009431438,0.0005291246,0.9848948,0.007586675],"study_design_scores_gemma":[0.001430511,0.0002603873,0.004756727,0.0208526,0.004949101,0.002194012,0.0008457638,0.001085615,0.0009855632,0.008472988,0.953822,0.0003447477],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0004020239,0.01983566,0.0003812327,0.8751763,0.102981,0.00008522083,0.0008044018,0.0000705758,0.0002634951],"genre_scores_gemma":[0.005466118,0.01502847,0.0009700441,0.8638324,0.1115089,0.0003392474,0.0002771641,0.00009787138,0.002479842],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02309702,"threshold_uncertainty_score":0.1221502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07442991384128048,"score_gpt":0.3400621766886721,"score_spread":0.2656322628473916,"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."}}