{"id":"W4411924749","doi":"10.1007/s10143-025-03684-x","title":"Risk factors for cerebral vasospasm following arteriovenous malformation-related hemorrhage: a systematic review and meta-analysis","year":2025,"lang":"en","type":"review","venue":"Neurosurgical Review","topic":"Intracranial Aneurysms: Treatment and Complications","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Arteriovenous malformation; Neurosurgery; Vasospasm; Meta-analysis; Subarachnoid hemorrhage; Cerebral vasospasm; Radiology; Surgery; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","metaepi_broad"],"consensus_categories":["metaepi_broad"],"category_scores_codex":[0.0007753599,0.0009826069,0.01697165,0.0002832998,0.0002836425,0.00008007703,0.0003200351,0.0002715217,0.000456867],"category_scores_gemma":[0.00148765,0.0005611895,0.0127897,0.00188763,0.0000461891,0.000109946,0.0000888872,0.0005701031,0.00009505506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009221192,"about_ca_system_score_gemma":0.0001731645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008258241,"about_ca_topic_score_gemma":0.000001206863,"domain_scores_codex":[0.9945647,0.0007903052,0.002870424,0.0009007455,0.0004345281,0.000439273],"domain_scores_gemma":[0.9952207,0.001639956,0.001465963,0.001228988,0.0001694175,0.0002749359],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.000001345157,0.0001116435,0.000001292392,0.9466326,0.04913808,0.00004883373,0.000004569958,6.78607e-8,5.308059e-9,0.0001487873,0.0001498951,0.003762867],"study_design_scores_gemma":[0.0001753938,0.0001022644,0.000002780083,0.1284133,0.801747,0.0002756438,7.483419e-7,0.00001201036,1.659962e-8,0.00001646553,0.06894184,0.0003124628],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001471052,0.9821554,0.0001065785,0.0007360331,0.0000814799,0.01596131,0.0004606086,0.0001208626,0.0003762832],"genre_scores_gemma":[0.00001777398,0.9886383,0.000163591,0.001837927,0.00001704413,0.004421579,0.001118319,0.00005794622,0.00372754],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8182192,"threshold_uncertainty_score":0.999684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04982012550452891,"score_gpt":0.3359296291613798,"score_spread":0.2861095036568508,"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."}}