{"id":"W4411441475","doi":"10.1007/s10143-025-03662-3","title":"Lipid peroxidation metabolites as biomarkers in patients with aneurysmal subarachnoid hemorrhage and cerebral vasospasm or delayed cerebral ischemia: a systematic review","year":2025,"lang":"en","type":"review","venue":"Neurosurgical Review","topic":"Intracranial Aneurysms: Treatment and Complications","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Subarachnoid hemorrhage; Cerebral vasospasm; Vasospasm; Asymptomatic; Arachidonic acid; Internal medicine; Modified Rankin Scale; Gastroenterology; Ischemia; Biochemistry","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":[0.004164414,0.00119893,0.007645031,0.008292858,0.0005088846,0.002104407,0.001380988,0.001687652,0.002951764],"category_scores_gemma":[0.01771058,0.000739246,0.006904021,0.008819562,0.0006364429,0.001667052,0.001071559,0.0006906987,0.000231487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001664934,"about_ca_system_score_gemma":0.005819979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005451242,"about_ca_topic_score_gemma":0.01463424,"domain_scores_codex":[0.9962931,0.0008969934,0.001801852,0.0003297437,0.000565165,0.0001131219],"domain_scores_gemma":[0.9829302,0.01221813,0.0033862,0.0002063083,0.001104066,0.000155106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002265941,0.00001963955,0.002033019,0.9642969,0.009713053,0.0001283442,0.0001253776,0.00005717215,0.0001442062,0.00008614669,0.0007210174,0.02244845],"study_design_scores_gemma":[0.0003054255,0.0003710605,0.01540505,0.8136254,0.1521157,0.00091156,0.0003210829,0.0001332333,0.0002358428,0.0002891311,0.01622587,0.00006050265],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001485229,0.9977757,0.00006737369,0.0001052834,0.0000492876,0.0001316083,0.0002671082,0.000003859339,0.000114488],"genre_scores_gemma":[0.01910082,0.9793256,0.000400073,0.0003405243,0.0000862325,0.000384082,0.0002675564,0.000003576376,0.00009161283],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008292858,"threshold_uncertainty_score":0.0220238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01521023208662943,"score_gpt":0.2842665629277211,"score_spread":0.2690563308410917,"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."}}