{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01114979,0.002556634,0.01719668,0.007671347,0.000732598,0.003388487,0.002103926,0.002324379,0.004103009],"category_scores_gemma":[0.02519357,0.001324175,0.03648479,0.008787291,0.0006780725,0.001723435,0.001538222,0.001626105,0.0003704624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002054482,"about_ca_system_score_gemma":0.003798737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006876776,"about_ca_topic_score_gemma":0.0159137,"domain_scores_codex":[0.9935908,0.002411512,0.002232293,0.0007202995,0.0007725552,0.0002724946],"domain_scores_gemma":[0.9843015,0.01127763,0.002446353,0.0004807142,0.001285915,0.0002078714],"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":[0.001066968,0.0000261456,0.004946343,0.5252523,0.4580921,0.0001876396,0.0001089737,0.0003643978,0.0002215809,0.0001222594,0.0005653611,0.009045864],"study_design_scores_gemma":[0.0002299673,0.0001295813,0.003978214,0.030879,0.9628942,0.0001174203,0.00005019258,0.0001222293,0.00007781796,0.0001203906,0.001379589,0.00002145061],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004603987,0.9934309,0.0005421791,0.0001927398,0.0001103865,0.0002822205,0.0005932123,0.00002453905,0.0002198405],"genre_scores_gemma":[0.1317087,0.8621821,0.002173237,0.0007707884,0.0002588299,0.001330792,0.001161629,0.00003001671,0.0003838717],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01719668,"threshold_uncertainty_score":0.05896646,"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."}}