Latest Publications

  1. Nascimento, FA, Jing, J, Beniczky, S, Benbadis, SR, Gavvala, JR, Yacubian, EMT et al.. One EEG, one read - A manifesto towards reducing interrater variability among experts. Clin Neurophysiol. 2021;133 :68-70. doi: 10.1016/j.clinph.2021.10.007. PubMed PMID:34814017 .
  2. Amerineni, R, Sun, H, Lee, H, Hsu, J, Patorno, E, Westover, MB et al.. Using electronic health data to explore effectiveness of ICU EEG and anti-seizure treatment. Ann Clin Transl Neurol. 2021; :. doi: 10.1002/acn3.51478. PubMed PMID:34802196 .
  3. Zheng, WL, Amorim, E, Jing, J, Ge, W, Hong, S, Wu, O et al.. Predicting neurological outcome in comatose patients after cardiac arrest with multiscale deep neural networks. Resuscitation. 2021;169 :86-94. doi: 10.1016/j.resuscitation.2021.10.034. PubMed PMID:34699925 .
  4. Ong, CS, Reinertsen, E, Sun, H, Moonsamy, P, Mohan, N, Funamoto, M et al.. Prediction of operative mortality for patients undergoing cardiac surgical procedures without established risk scores. J Thorac Cardiovasc Surg. 2021; :. doi: 10.1016/j.jtcvs.2021.09.010. PubMed PMID:34607725 .
  5. van Sleuwen, M, Sun, H, Eckhardt, C, Neelagiri, A, Tesh, RA, Westmeijer, M et al.. Physiological Assessment of Delirium Severity: The Electroencephalographic Confusion Assessment Method Severity Score (E-CAM-S). Crit Care Med. 2021; :. doi: 10.1097/CCM.0000000000005224. PubMed PMID:34582420 .
  6. Ng, MC, Jing, J, Westover, MB. A Primer on EEG Spectrograms. J Clin Neurophysiol. 2021; :. doi: 10.1097/WNP.0000000000000736. PubMed PMID:34510095 .
  7. Ng, MC, Westover, MB. Decoding the Spectrogram Rainbow. J Clin Neurophysiol. 2021; :. doi: 10.1097/WNP.0000000000000741. PubMed PMID:34510094 .
  8. Baang, HY, Chen, HY, Herman, AL, Gilmore, EJ, Hirsch, LJ, Sheth, KN et al.. The Utility of Quantitative EEG in Detecting Delayed Cerebral Ischemia After Aneurysmal Subarachnoid Hemorrhage. J Clin Neurophysiol. 2021; :. doi: 10.1097/WNP.0000000000000754. PubMed PMID:34510093 .
  9. Ganglberger, W, Bucklin, AA, Tesh, RA, Da Silva Cardoso, M, Sun, H, Leone, MJ et al.. Sleep apnea and respiratory anomaly detection from a wearable band and oxygen saturation. Sleep Breath. 2021; :. doi: 10.1007/s11325-021-02465-2. PubMed PMID:34409545 .
  10. Jones, FJS, Sanches, PR, Smith, JR, Zafar, SF, Blacker, D, Hsu, J et al.. Seizure Prophylaxis After Spontaneous Intracerebral Hemorrhage. JAMA Neurol. 2021;78 (9):1128-1136. doi: 10.1001/jamaneurol.2021.2249. PubMed PMID:34309642 PubMed Central PMC8314179.
  11. Moura Junior, V, Westover, MB, Li, F, Kimchi, E, Kennedy, M, Benson, NM et al.. Hospital complications among older adults: Better processes could reduce the risk of delirium. Health Serv Manage Res. 2021; :9514848211028707. doi: 10.1177/09514848211028707. PubMed PMID:34247525 .
  12. Song, JL, Kim, JA, Struck, AF, Zhang, R, Westover, MB. A model of metabolic supply-demand mismatch leading to secondary brain injury. J Neurophysiol. 2021;126 (2):653-667. doi: 10.1152/jn.00674.2020. PubMed PMID:34232754 .
  13. Zafar, SF, Rosenthal, ES, Jing, J, Ge, W, Tabaeizadeh, M, Aboul Nour, H et al.. Automated Annotation of Epileptiform Burden and Its Association with Outcomes. Ann Neurol. 2021;90 (2):300-311. doi: 10.1002/ana.26161. PubMed PMID:34231244 PubMed Central PMC8516549.
  14. Li, Q, Westover, MB, Zhang, R, Chu, CJ. Computational Evidence for a Competitive Thalamocortical Model of Spikes and Spindle Activity in Rolandic Epilepsy. Front Comput Neurosci. 2021;15 :680549. doi: 10.3389/fncom.2021.680549. PubMed PMID:34220477 PubMed Central PMC8249809.
  15. Ayub, N, Cohen, J, Jing, J, Jain, A, Tesh, R, Mukerji, SS et al.. Clinical Electroencephalography Findings and Considerations in Hospitalized Patients With Coronavirus SARS-CoV-2. Neurohospitalist. 2021;11 (3):204-213. doi: 10.1177/1941874420972237. PubMed PMID:34163546 PubMed Central PMC8182395.
  16. Ligtenstein, S, Song, J, Jin, J, Sun, H, Paixao, L, Zafar, S et al.. Do Triphasic Waves and Nonconvulsive Status Epilepticus Arise From Similar Mechanisms? A Computational Model. J Clin Neurophysiol. 2021;38 (5):366-375. doi: 10.1097/WNP.0000000000000719. PubMed PMID:34155185 PubMed Central PMC8429048.
  17. Jones, FJS, Sanches, PR, Smith, JR, Zafar, SF, Hernandez-Diaz, S, Blacker, D et al.. Anticonvulsant Primary and Secondary Prophylaxis for Acute Ischemic Stroke Patients: A Decision Analysis. Stroke. 2021;52 (9):2782-2791. doi: 10.1161/STROKEAHA.120.033299. PubMed PMID:34126758 PubMed Central PMC8384723.
  18. Chou, SH, Beghi, E, Helbok, R, Moro, E, Sampson, J, Altamirano, V et al.. Global Incidence of Neurological Manifestations Among Patients Hospitalized With COVID-19-A Report for the GCS-NeuroCOVID Consortium and the ENERGY Consortium. JAMA Netw Open. 2021;4 (5):e2112131. doi: 10.1001/jamanetworkopen.2021.12131. PubMed PMID:33974053 PubMed Central PMC8114143.
  19. Yang, JC, Harid, NM, Nascimento, FA, Kokkinos, V, Shaughnessy, A, Lam, AD et al.. Responsive neurostimulation for focal motor status epilepticus. Ann Clin Transl Neurol. 2021;8 (6):1353-1361. doi: 10.1002/acn3.51318. PubMed PMID:33955717 PubMed Central PMC8164849.
  20. Mukerji, SS, Das, S, Alabsi, H, Brenner, LN, Jain, A, Magdamo, C et al.. Prolonged Intubation in Patients With Prior Cerebrovascular Disease and COVID-19. Front Neurol. 2021;12 :642912. doi: 10.3389/fneur.2021.642912. PubMed PMID:33897598 PubMed Central PMC8062773.
  21. Kim, JA, Zheng, WL, Elmer, J, Jing, J, Zafar, SF, Ghanta, M et al.. High epileptiform discharge burden predicts delayed cerebral ischemia after subarachnoid hemorrhage. Clin Neurophysiol. 2021; :. doi: 10.1016/j.clinph.2021.01.022. PubMed PMID:33812771 PubMed Central PMC8429508.
  22. Leone, MJ, Sun, H, Boutros, CL, Liu, L, Ye, E, Sullivan, L et al.. HIV increases sleep-based brain age despite antiretroviral therapy. Sleep. 2021;44 (8):. doi: 10.1093/sleep/zsab058. PubMed PMID:33783511 PubMed Central PMC8361332.
  23. Lin, L, Al-Faraj, A, Ayub, N, Bravo, P, Das, S, Ferlini, L et al.. Electroencephalographic Abnormalities are Common in COVID-19 and are Associated with Outcomes. Ann Neurol. 2021;89 (5):872-883. doi: 10.1002/ana.26060. PubMed PMID:33704826 PubMed Central PMC8104061.
  24. Ozdemir, RA, Tadayon, E, Boucher, P, Sun, H, Momi, D, Ganglberger, W et al.. Cortical responses to noninvasive perturbations enable individual brain fingerprinting. Brain Stimul. ;14 (2):391-403. doi: 10.1016/j.brs.2021.02.005. PubMed PMID:33588105 PubMed Central PMC8108003.
  25. Gaspard, N, Westover, MB, Hirsch, LJ. Assessment of a Study of Continuous vs Repeat-Spot Electroencephalography in Patients With Critical Illness. JAMA Neurol. 2021;78 (3):369. doi: 10.1001/jamaneurol.2020.5348. PubMed PMID:33523103 PubMed Central PMC8136812.
  26. Janocko, NJ, Jing, J, Fan, Z, Teagarden, DL, Villarreal, HK, Morton, ML et al.. DDESVSFS: A simple, rapid and comprehensive screening tool for the Differential Diagnosis of Epileptic Seizures VS Functional Seizures. Epilepsy Res. 2021;171 :106563. doi: 10.1016/j.eplepsyres.2021.106563. PubMed PMID:33517166 PubMed Central PMC8092190.
  27. Conklin, J, Frosch, MP, Mukerji, SS, Rapalino, O, Maher, MD, Schaefer, PW et al.. Susceptibility-weighted imaging reveals cerebral microvascular injury in severe COVID-19. J Neurol Sci. 2021;421 :117308. doi: 10.1016/j.jns.2021.117308. PubMed PMID:33497950 PubMed Central PMC7832284.
  28. Lissak, IA, Locascio, JJ, Zafar, SF, Schleicher, RL, Patel, AB, Leslie-Mazwi, T et al.. Electroencephalography, Hospital Complications, and Longitudinal Outcomes After Subarachnoid Hemorrhage. Neurocrit Care. 2021;35 (2):397-408. doi: 10.1007/s12028-020-01177-x. PubMed PMID:33483913 PubMed Central PMC7822587.
  29. Hirsch, LJ, Fong, MWK, Leitinger, M, LaRoche, SM, Beniczky, S, Abend, NS et al.. American Clinical Neurophysiology Society's Standardized Critical Care EEG Terminology: 2021 Version. J Clin Neurophysiol. 2021;38 (1):1-29. doi: 10.1097/WNP.0000000000000806. PubMed PMID:33475321 PubMed Central PMC8135051.
  30. Kramer, MA, Stoyell, SM, Chinappen, D, Ostrowski, LM, Spencer, ER, Morgan, AK et al.. Focal Sleep Spindle Deficits Reveal Focal Thalamocortical Dysfunction and Predict Cognitive Deficits in Sleep Activated Developmental Epilepsy. J Neurosci. 2021;41 (8):1816-1829. doi: 10.1523/JNEUROSCI.2009-20.2020. PubMed PMID:33468567 PubMed Central PMC8115887.
  31. Fernandes, M, Sun, H, Jain, A, Alabsi, HS, Brenner, LN, Ye, E et al.. Classification of the Disposition of Patients Hospitalized with COVID-19: Reading Discharge Summaries Using Natural Language Processing. JMIR Med Inform. 2021;9 (2):e25457. doi: 10.2196/25457. PubMed PMID:33449908 PubMed Central PMC7879729.
  32. Zafar, SF, Khozein, RJ, LaRoche, SM, Westover, MB, Gilmore, EJ. Impact of the COVID-19 Pandemic on Continuous EEG Utilization. J Clin Neurophysiol. 2020;Publish Ahead of Print :. doi: 10.1097/WNP.0000000000000802. PubMed PMID:33394823 PubMed Central PMC8217411.
  33. Shashikumar, SP, Wardi, G, Paul, P, Carlile, M, Brenner, LN, Hibbert, KA et al.. Development and Prospective Validation of a Deep Learning Algorithm for Predicting Need for Mechanical Ventilation. Chest. 2021;159 (6):2264-2273. doi: 10.1016/j.chest.2020.12.009. PubMed PMID:33345948 PubMed Central PMC8027289.
  34. Hogan, J, Sun, H, Paixao, L, Westmeijer, M, Sikka, P, Jin, J et al.. Night-to-night variability of sleep electroencephalography-based brain age measurements. Clin Neurophysiol. 2021;132 (1):1-12. doi: 10.1016/j.clinph.2020.09.029. PubMed PMID:33248430 PubMed Central PMC7855943.
  35. Sun, H, Jain, A, Leone, MJ, Alabsi, HS, Brenner, LN, Ye, E et al.. CoVA: An Acuity Score for Outpatient Screening that Predicts Coronavirus Disease 2019 Prognosis. J Infect Dis. 2021;223 (1):38-46. doi: 10.1093/infdis/jiaa663. PubMed PMID:33098643 PubMed Central PMC7665643.
  36. Oppersma, E, Ganglberger, W, Sun, H, Thomas, RJ, Westover, MB. Algorithm for automatic detection of self-similarity and prediction of residual central respiratory events during continuous positive airway pressure. Sleep. 2021;44 (4):. doi: 10.1093/sleep/zsaa215. PubMed PMID:33057718 .
  37. Ye, E, Sun, H, Leone, MJ, Paixao, L, Thomas, RJ, Lam, AD et al.. Association of Sleep Electroencephalography-Based Brain Age Index With Dementia. JAMA Netw Open. 2020;3 (9):e2017357. doi: 10.1001/jamanetworkopen.2020.17357. PubMed PMID:32986106 PubMed Central PMC7522697.
  38. Foy, BH, Carlson, JCT, Reinertsen, E, Padros I Valls, R, Pallares Lopez, R, Palanques-Tost, E et al.. Association of Red Blood Cell Distribution Width With Mortality Risk in Hospitalized Adults With SARS-CoV-2 Infection. JAMA Netw Open. 2020;3 (9):e2022058. doi: 10.1001/jamanetworkopen.2020.22058. PubMed PMID:32965501 PubMed Central PMC7512057.
  39. Thorn, EL, Ostrowski, LM, Chinappen, DM, Jing, J, Westover, MB, Stufflebeam, SM et al.. Persistent abnormalities in Rolandic thalamocortical white matter circuits in childhood epilepsy with centrotemporal spikes. Epilepsia. 2020;61 (11):2500-2508. doi: 10.1111/epi.16681. PubMed PMID:32944938 PubMed Central PMC7722074.
  40. Amorim, E, McGraw, CM, Westover, MB. A Theoretical Paradigm for Evaluating Risk-Benefit of Status Epilepticus Treatment. J Clin Neurophysiol. 2020;37 (5):385-392. doi: 10.1097/WNP.0000000000000753. PubMed PMID:32890059 PubMed Central PMC7516305.
  41. Lam, AD, Sarkis, RA, Pellerin, KR, Jing, J, Dworetzky, BA, Hoch, DB et al.. Association of epileptiform abnormalities and seizures in Alzheimer disease. Neurology. 2020;95 (16):e2259-e2270. doi: 10.1212/WNL.0000000000010612. PubMed PMID:32764101 PubMed Central PMC7713786.
  42. Conklin, J, Frosch, MP, Mukerji, S, Rapalino, O, Maher, M, Schaefer, PW et al.. Cerebral Microvascular Injury in Severe COVID-19. medRxiv. 2020; :. doi: 10.1101/2020.07.21.20159376. PubMed PMID:32743599 PubMed Central PMC7386523.
  43. Singla, S, Garcia, GE, Rovenolt, GE, Soto, AL, Gilmore, EJ, Hirsch, LJ et al.. Detecting Seizures and Epileptiform Abnormalities in Acute Brain Injury. Curr Neurol Neurosci Rep. 2020;20 (9):42. doi: 10.1007/s11910-020-01060-4. PubMed PMID:32715371 .
  44. Ayub, N, Cohen, J, Jing, J, Jain, A, Tesh, R, Mukerji, SS et al.. Clinical Electroencephalography Findings and Considerations in Hospitalized Patients with Coronavirus SARS-CoV-2. medRxiv. 2020; :. doi: 10.1101/2020.07.13.20152207. PubMed PMID:32699855 PubMed Central PMC7373142.
  45. Amorim, E, Mo, SS, Palacios, S, Ghassemi, MM, Weng, WH, Cash, SS et al.. Cost-effectiveness analysis of multimodal prognostication in cardiac arrest with EEG monitoring. Neurology. 2020;95 (5):e563-e575. doi: 10.1212/WNL.0000000000009916. PubMed PMID:32661097 PubMed Central PMC7455344.
  46. Vespa, PM, Olson, DM, John, S, Hobbs, KS, Gururangan, K, Nie, K et al.. Evaluating the Clinical Impact of Rapid Response Electroencephalography: The DECIDE Multicenter Prospective Observational Clinical Study. Crit Care Med. 2020;48 (9):1249-1257. doi: 10.1097/CCM.0000000000004428. PubMed PMID:32618687 PubMed Central PMC7735649.
  47. Sun, H, Jain, A, Leone, MJ, Alabsi, HS, Brenner, LN, Ye, E et al.. COVID-19 Outpatient Screening: a Prediction Score for Adverse Events. medRxiv. 2020; :. doi: 10.1101/2020.06.17.20134262. PubMed PMID:32607523 PubMed Central PMC7325189.
  48. Rodriguez, S, Cao, L, Rickenbacher, GT, Benz, EG, Magdamo, C, Ramirez Gomez, LA et al.. Innate immune signaling in the olfactory epithelium reduces odorant receptor levels: modeling transient smell loss in COVID-19 patients. medRxiv. 2020; :. doi: 10.1101/2020.06.14.20131128. PubMed PMID:32587994 PubMed Central PMC7310652.
  49. Kashkooli, K, Polk, SL, Hahm, EY, Murphy, J, Ethridge, BR, Gitlin, J et al.. Improved tracking of sevoflurane anesthetic states with drug-specific machine learning models. J Neural Eng. 2020;17 (4):046020. doi: 10.1088/1741-2552/ab98da. PubMed PMID:32485685 PubMed Central PMC7540939.
  50. Beuchat, I, Sivaraju, A, Amorim, E, Gilmore, EJ, Dunet, V, Rossetti, AO et al.. MRI-EEG correlation for outcome prediction in postanoxic myoclonus: A multicenter study. Neurology. 2020;95 (4):e335-e341. doi: 10.1212/WNL.0000000000009610. PubMed PMID:32482841 PubMed Central PMC7455317.
  51. Abou Jaoude, M, Sun, H, Pellerin, KR, Pavlova, M, Sarkis, RA, Cash, SS et al.. Expert-level automated sleep staging of long-term scalp electroencephalography recordings using deep learning. Sleep. 2020;43 (11):. doi: 10.1093/sleep/zsaa112. PubMed PMID:32478820 PubMed Central PMC7686563.
  52. Eichenlaub, JB, Biswal, S, Peled, N, Rivilis, N, Golby, AJ, Lee, JW et al.. Reactivation of Motor-Related Gamma Activity in Human NREM Sleep. Front Neurosci. 2020;14 :449. doi: 10.3389/fnins.2020.00449. PubMed PMID:32477056 PubMed Central PMC7235414.
  53. Pedemonte, JC, Plummer, GS, Chamadia, S, Locascio, JJ, Hahm, E, Ethridge, B et al.. Electroencephalogram Burst-suppression during Cardiopulmonary Bypass in Elderly Patients Mediates Postoperative Delirium. Anesthesiology. 2020;133 (2):280-292. doi: 10.1097/ALN.0000000000003328. PubMed PMID:32349072 PubMed Central PMC7365754.
  54. Elmer, J, Coppler, PJ, Solanki, P, Westover, MB, Struck, AF, Baldwin, ME et al.. Sensitivity of Continuous Electroencephalography to Detect Ictal Activity After Cardiac Arrest. JAMA Netw Open. 2020;3 (4):e203751. doi: 10.1001/jamanetworkopen.2020.3751. PubMed PMID:32343353 PubMed Central PMC7189220.
  55. Rubin, DB, Angelini, B, Shoukat, M, Chu, CJ, Zafar, SF, Westover, MB et al.. Electrographic predictors of successful weaning from anaesthetics in refractory status epilepticus. Brain. 2020;143 (4):1143-1157. doi: 10.1093/brain/awaa069. PubMed PMID:32268366 PubMed Central PMC7174057.
  56. Tabaeizadeh, M, Aboul Nour, H, Shoukat, M, Sun, H, Jin, J, Javed, F et al.. Burden of Epileptiform Activity Predicts Discharge Neurologic Outcomes in Severe Acute Ischemic Stroke. Neurocrit Care. 2020;32 (3):697-706. doi: 10.1007/s12028-020-00944-0. PubMed PMID:32246435 PubMed Central PMC7416505.
  57. Lissak, IA, Zafar, SF, Westover, MB, Schleicher, RL, Kim, JA, Leslie-Mazwi, T et al.. Soluble ST2 Is Associated With New Epileptiform Abnormalities Following Nontraumatic Subarachnoid Hemorrhage. Stroke. 2020;51 (4):1128-1134. doi: 10.1161/STROKEAHA.119.028515. PubMed PMID:32156203 PubMed Central PMC7123848.
  58. Hogan, J, Sun, H, Aboul Nour, H, Jing, J, Tabaeizadeh, M, Shoukat, M et al.. Burst Suppression: Causes and Effects on Mortality in Critical Illness. Neurocrit Care. 2020;33 (2):565-574. doi: 10.1007/s12028-020-00932-4. PubMed PMID:32096120 PubMed Central PMC7483190.
  59. Vink, JJT, Klooster, DCW, Ozdemir, RA, Westover, MB, Pascual-Leone, A, Shafi, MM et al.. EEG Functional Connectivity is a Weak Predictor of Causal Brain Interactions. Brain Topogr. 2020;33 (2):221-237. doi: 10.1007/s10548-020-00757-6. PubMed PMID:32090281 PubMed Central PMC7191224.
  60. Goldstein, CA, Berry, RB, Kent, DT, Kristo, DA, Seixas, AA, Redline, S et al.. Artificial intelligence in sleep medicine: background and implications for clinicians. J Clin Sleep Med. 2020;16 (4):609-618. doi: 10.5664/jcsm.8388. PubMed PMID:32065113 PubMed Central PMC7161463.
  61. Li, Q, Song, JL, Li, SH, Westover, MB, Zhang, R. Effects of Cholinergic Neuromodulation on Thalamocortical Rhythms During NREM Sleep: A Model Study. Front Comput Neurosci. 2019;13 :100. doi: 10.3389/fncom.2019.00100. PubMed PMID:32038215 PubMed Central PMC6990259.
  62. Westover, MB, Gururangan, K, Markert, MS, Blond, BN, Lai, S, Benard, S et al.. Diagnostic Value of Electroencephalography with Ten Electrodes in Critically Ill Patients. Neurocrit Care. 2020;33 (2):479-490. doi: 10.1007/s12028-019-00911-4. PubMed PMID:32034656 PubMed Central PMC7416437.
  63. Goldstein, CA, Berry, RB, Kent, DT, Kristo, DA, Seixas, AA, Redline, S et al.. Artificial intelligence in sleep medicine: an American Academy of Sleep Medicine position statement. J Clin Sleep Med. 2020;16 (4):605-607. doi: 10.5664/jcsm.8288. PubMed PMID:32022674 PubMed Central PMC7161449.
  64. Kashkooli, K, Polk, SL, Chamadia, S, Hahm, E, Ethridge, B, Gitlin, J et al.. Drug-Specific Models Improve the Performance of an EEG-based Automated Brain-State Prediction System. Annu Int Conf IEEE Eng Med Biol Soc. 2019;2019 :5808-5811. doi: 10.1109/EMBC.2019.8856935. PubMed PMID:31947172 PubMed Central PMC7077760.
  65. Polk, SL, Kashkooli, K, Nagaraj, SB, Chamadia, S, Murphy, JM, Sun, H et al.. Automatic Detection of General Anesthetic-States using ECG-Derived Autonomic Nervous System Features. Annu Int Conf IEEE Eng Med Biol Soc. 2019;2019 :2019-2022. doi: 10.1109/EMBC.2019.8857704. PubMed PMID:31946297 PubMed Central PMC7077759.
  66. Reyna, MA, Josef, CS, Jeter, R, Shashikumar, SP, Westover, MB, Nemati, S et al.. Early Prediction of Sepsis From Clinical Data: The PhysioNet/Computing in Cardiology Challenge 2019. Crit Care Med. 2020;48 (2):210-217. doi: 10.1097/CCM.0000000000004145. PubMed PMID:31939789 PubMed Central PMC6964870.
  67. Paixao, L, Sikka, P, Sun, H, Jain, A, Hogan, J, Thomas, R et al.. Excess brain age in the sleep electroencephalogram predicts reduced life expectancy. Neurobiol Aging. 2020;88 :150-155. doi: 10.1016/j.neurobiolaging.2019.12.015. PubMed PMID:31932049 PubMed Central PMC7085452.
  68. Struck, AF, Tabaeizadeh, M, Schmitt, SE, Ruiz, AR, Swisher, CB, Subramaniam, T et al.. Assessment of the Validity of the 2HELPS2B Score for Inpatient Seizure Risk Prediction. JAMA Neurol. 2020;77 (4):500-507. doi: 10.1001/jamaneurol.2019.4656. PubMed PMID:31930362 PubMed Central PMC6990873.
  69. Sun, H, Ganglberger, W, Panneerselvam, E, Leone, MJ, Quadri, SA, Goparaju, B et al.. Sleep staging from electrocardiography and respiration with deep learning. Sleep. 2020;43 (7):. doi: 10.1093/sleep/zsz306. PubMed PMID:31863111 PubMed Central PMC7355395.
  70. Song, JL, Li, Q, Zhang, B, Westover, MB, Zhang, R. A New Neural Mass Model Driven Method and Its Application in Early Epileptic Seizure Detection. IEEE Trans Biomed Eng. 2020;67 (8):2194-2205. doi: 10.1109/TBME.2019.2957392. PubMed PMID:31804924 .
  71. Abou Jaoude, M, Jing, J, Sun, H, Jacobs, CS, Pellerin, KR, Westover, MB et al.. Detection of mesial temporal lobe epileptiform discharges on intracranial electrodes using deep learning. Clin Neurophysiol. 2020;131 (1):133-141. doi: 10.1016/j.clinph.2019.09.031. PubMed PMID:31760212 PubMed Central PMC6879011.
  72. Worden, LT, Chinappen, DM, Stoyell, SM, Gold, J, Paixao, L, Krishnamoorthy, K et al.. The probability of seizures during continuous EEG monitoring in high-risk neonates. Epilepsia. 2019;60 (12):2508-2518. doi: 10.1111/epi.16387. PubMed PMID:31745988 PubMed Central PMC7083278.
  73. Jing, J, Herlopian, A, Karakis, I, Ng, M, Halford, JJ, Lam, A et al.. Interrater Reliability of Experts in Identifying Interictal Epileptiform Discharges in Electroencephalograms. JAMA Neurol. 2020;77 (1):49-57. doi: 10.1001/jamaneurol.2019.3531. PubMed PMID:31633742 PubMed Central PMC6806666.
  74. Jing, J, Sun, H, Kim, JA, Herlopian, A, Karakis, I, Ng, M et al.. Development of Expert-Level Automated Detection of Epileptiform Discharges During Electroencephalogram Interpretation. JAMA Neurol. 2020;77 (1):103-108. doi: 10.1001/jamaneurol.2019.3485. PubMed PMID:31633740 PubMed Central PMC6806668.
  75. Zheng, WL, Sun, H, Akeju, O, Westover, MB. Adaptive Sedation Monitoring From EEG in ICU Patients With Online Learning. IEEE Trans Biomed Eng. 2020;67 (6):1696-1706. doi: 10.1109/TBME.2019.2943062. PubMed PMID:31545708 PubMed Central PMC7085963.
  76. Sun, H, Kimchi, E, Akeju, O, Nagaraj, SB, McClain, LM, Zhou, DW et al.. Automated tracking of level of consciousness and delirium in critical illness using deep learning. NPJ Digit Med. 2019;2 :89. doi: 10.1038/s41746-019-0167-0. PubMed PMID:31508499 PubMed Central PMC6733797.
  77. Song, JL, Paixao, L, Li, Q, Li, SH, Zhang, R, Westover, MB et al.. A novel neural computational model of generalized periodic discharges in acute hepatic encephalopathy. J Comput Neurosci. 2019;47 (2-3):109-124. doi: 10.1007/s10827-019-00727-3. PubMed PMID:31506807 PubMed Central PMC6881550.
  78. Kimchi, EY, Neelagiri, A, Whitt, W, Sagi, AR, Ryan, SL, Gadbois, G et al.. Clinical EEG slowing correlates with delirium severity and predicts poor clinical outcomes. Neurology. 2019;93 (13):e1260-e1271. doi: 10.1212/WNL.0000000000008164. PubMed PMID:31467255 PubMed Central PMC7011865.
  79. Amorim, E, van der Stoel, M, Nagaraj, SB, Ghassemi, MM, Jing, J, O'Reilly, UM et al.. Quantitative EEG reactivity and machine learning for prognostication in hypoxic-ischemic brain injury. Clin Neurophysiol. 2019;130 (10):1908-1916. doi: 10.1016/j.clinph.2019.07.014. PubMed PMID:31419742 PubMed Central PMC6751020.
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