Revisiting the Endoscopic Third Ventriculostomy Success Score using machine learning: can we do better?

Authors: Adil, Syed M., Seas, Andreas, Sexton, Daniel P., Warman, Pranav I., Wissel, Benjamin D., Carpenter, Kennedy L., Carter, Lacey, Kolls, Brad J., Fuller, Anthony T., Lad, Shivanand P., Dunn, Timothy W., Fuchs, Herbert, Vestal, Matthew, Grant, Gerald A.

Source: Journal of Neurosurgery: Pediatrics; Mar2025, Vol. 35 Issue 3, p246-254, 9p

Endoscopic Endonasal Transpterygoid Approach for Vascular Decompression of V3 with Significant Relief of Facial Pain.

Authors: Adil, Syed M.¹ (AUTHOR), Abdelgadir, Jihad¹ (AUTHOR), Hatfield, Jordan K.¹ (AUTHOR), Zachem, Tanner J.¹ (AUTHOR), Chapman, Philip¹ (AUTHOR), Hachem, Ralph Abi¹ (AUTHOR), Zomorodi, Ali¹ (AUTHOR)

Source: Journal of Neurological Surgery. Part B. Skull Base. 2025 Supplement 1, Vol. 86, pS1-S576. 576p.

Subject Terms: *MAXILLARY artery, *MANDIBULAR nerve, *TRIGEMINAL neuralgia, *FACIAL pain, *MAXILLARY sinus

Distinguishing Meningioma versus Nonlesional Tissue and Predicting Tumor Grade Intraoperatively Using Machine Learning and Non-Contact Fluorescence Spectroscopy.

Authors: Adil, Syed M.¹ (AUTHOR), Zachem, Tanner J.¹ (AUTHOR), Warman, Pranav¹ (AUTHOR), Abdelgadir, Jihad¹ (AUTHOR), Wissel, Benjamin¹ (AUTHOR), Sexton, Daniel¹ (AUTHOR), Dunn, Timothy¹ (AUTHOR), Hachem, Ralph Abi¹ (AUTHOR), Goodwin, C. Rory¹ (AUTHOR), Grant, Gerald¹ (AUTHOR), Patel, Anoop¹ (AUTHOR), Friedman, Allan¹ (AUTHOR), Komisarow, Jordan¹ (AUTHOR), Zomorodi, Ali¹ (AUTHOR), Codd, Patrick¹ (AUTHOR)

Source: Journal of Neurological Surgery. Part B. Skull Base. 2025 Supplement 1, Vol. 86, pS1-S576. 576p.

Subject Terms: *ARTIFICIAL neural networks, *MACHINE learning, *TECHNOLOGICAL innovations, *FLUORESCENCE spectroscopy, *TISSUE analysis

Machine Learning with Radiomics To Predict Who Pathologic Grade of Meningiomas from Preoperative MRI: A Multicenter Study.

Authors: Adil, Syed M.¹ (AUTHOR), Warman, Pranav I.¹ (AUTHOR), Rangwala, Kaizar¹ (AUTHOR), Seas, Andreas¹ (AUTHOR), Zachem, Tanner J.¹ (AUTHOR), Abdelgadir, Jihad¹ (AUTHOR), Calabrese, Evan¹ (AUTHOR), Codd, Patrick J.¹ (AUTHOR), Patel, Anoop¹ (AUTHOR), Zomorodi, Ali¹ (AUTHOR)

Source: Journal of Neurological Surgery. Part B. Skull Base. 2025 Supplement 1, Vol. 86, pS1-S576. 576p.

Subject Terms: *MACHINE learning, *RECEIVER operating characteristic curves, *RADIOMICS, *BRAIN tumors, *TUMOR grading

Intraoperative Neuromonitoring in Skull Base Surgery: A Systematic Review.

Authors: Abdelgadir, Jihad, Zachem, Tanner J., Adil, Syed M., Hatfield, Jordan K., Woo, Joshua, Lee, Brandon, Drummond, Kaela, Schlumbom, Emma, Kaplan, Samantha, Hachem, Ralph A., Codd, Patrick J., Zomorodi, Ali, Goodwin, Rory

Source: Journal of Neurological Surgery. Part B. Skull Base; 2025 Supplement 1, Vol. 86, pS1-S576, 576p

Subject Terms: SKULL surgery, PATIENT safety, ELECTROMYOGRAPHY, ELECTROPHYSIOLOGY, ANATOMY

Blink Reflex Neuromonitoring to Predict a Change in House Brackmann Score: An Initial Machine Learning Approach.

Authors: Abdelgadir, Jihad, Zachem, Tanner J., Adil, Syed M., Hatfield, Jordan K., Johnson, Holly, Hachem, Ralph A., Codd, Patrick J., Zomorodi, Ali, Goodwin, Rory

Source: Journal of Neurological Surgery. Part B. Skull Base; 2025 Supplement 1, Vol. 86, pS1-S576, 576p

Subject Terms: SUPERVISED learning, BLINKING (Physiology), MACHINE learning, CRANIAL nerves, TRIGEMINAL nerve

Deep Learning to Predict Traumatic Brain Injury Outcomes in the Low-Resource Setting

Authors: Adil, Syed M., Elahi, Cyrus, Patel, Dev N., Seas, Andreas, Warman, Pranav I., Fuller, Anthony T., Haglund, Michael M., Dunn, Timothy W.

Source: World neurosurgery. 164:e8-e16

Availability: http://explore.bl.uk/primo_library/libweb/action/display.do?tabs=detailsTab&gathStatTab=true&ct=display&fn=search&doc=ETOCvdc_100195744050.0x000001&indx=1&recIds=ETOCvdc_100195744050.0x000001

Machine Learning to Predict Successful Opioid Dose Reduction or Stabilization After Spinal Cord Stimulation

Authors: Adil, Syed M., Charalambous, Lefko T., Rajkumar, Shashank, Seas, Andreas, Warman, Pranav I., Murphy, Kelly R., Rahimpour, Shervin, Parente, Beth, Dharmapurikar, Rajeev, Dunn, Timothy W., Lad, Shivanand P.

Source: Neurosurgery. 91(2):272-279

Availability: http://explore.bl.uk/primo_library/libweb/action/display.do?tabs=detailsTab&gathStatTab=true&ct=display&fn=search&doc=ETOCvdc_100187549341.0x000001&indx=1&recIds=ETOCvdc_100187549341.0x000001

Machine Learning for Predicting In-Hospital Mortality After Traumatic Brain Injury in Both High-Income and Low- and Middle-Income Countries

Authors: Warman, Pranav I., Seas, Andreas, Satyadev, Nihal, Adil, Syed M., Kolls, Brad J., Haglund, Michael M., Dunn, Timothy W., Fuller, Anthony T.

Source: Neurosurgery. 90(5):605-612

Availability: http://explore.bl.uk/primo_library/libweb/action/display.do?tabs=detailsTab&gathStatTab=true&ct=display&fn=search&doc=ETOCvdc_100187548957.0x000001&indx=1&recIds=ETOCvdc_100187548957.0x000001

Treatment Patterns and Health Care Resource Utilization of Iatrogenic Spinal Cerebrospinal Fluid Leaks in the United States

Authors: Charalambous, Lefko T., Rajkumar, Shashank, Liu, Beiyu, Adil, Syed M., Wong, Megan, Hodges, Sarah, Amrhein, Timothy J., Leithe, Linda Gray, Parente, Beth, Lee, Hui-Jie, Lad, Shivanand P.

Source: Clinical spine surgery. 35(9):E725-E730

Availability: http://explore.bl.uk/primo_library/libweb/action/display.do?tabs=detailsTab&gathStatTab=true&ct=display&fn=search&doc=ETOCvdc_100172916049.0x000001&indx=1&recIds=ETOCvdc_100172916049.0x000001

Corticosteroid Randomization after Significant Head Injury and International Mission for Prognosis and Clinical Trials in Traumatic Brain Injury Models Compared with a Machine Learning-Based Predictive Model from Tanzania

Authors: Elahi, Cyrus, Adil, Syed M., Sakita, Francis, Mmbaga, Blandina T., Hernandes Rocha, Thiago Augusto, Fuller, Anthony, Haglund, Michael M., Nickenig Vissoci, João Ricardo, Staton, Catherine

Source: Journal of neurotrauma. 39(1/2):151-158

Availability: http://explore.bl.uk/primo_library/libweb/action/display.do?tabs=detailsTab&gathStatTab=true&ct=display&fn=search&doc=ETOCvdc_100139652446.0x000001&indx=1&recIds=ETOCvdc_100139652446.0x000001

A high-resolution interactive atlas of the human brainstem using magnetic resonance imaging

Authors: Adil, Syed M., Calabrese, Evan, Charalambous, Lefko T., Cook, James J., Rahimpour, Shervin, Atik, Ahmet F., Cofer, Gary P., Parente, Beth A., Johnson, G. Allan, Lad, Shivanand P., White, Leonard E.

Source: In NeuroImage 15 August 2021 237

Surgical intervention and patient factors associated with poor outcomes in patients with traumatic brain injury at a tertiary care hospital in Uganda

Authors: Spears, Charis A., Adil, Syed M., Kolls, Brad J., Muhumza, Michael E., Haglund, Michael M., Fuller, Anthony T., Dunn, Timothy W.

Source: Journal of neurosurgery. 135(5):1569-1578

Availability: http://explore.bl.uk/primo_library/libweb/action/display.do?tabs=detailsTab&gathStatTab=true&ct=display&fn=search&doc=ETOCRN627916411&indx=1&recIds=ETOCRN627916411

Inpatient mortality and healthcare resource utilization of nontraumatic intracerebral hemorrhage complications in the US

Authors: Park, Christine, Charalambous, Lefko T., Yang, Zidanyue, Adil, Syed M., Hodges, Sarah E., Lee, Hui-Jie, Verbick, Laura Zitella, McCabe, Aaron R., Lad, Shivanand P.

Source: Journal of neurosurgery. 135(4):1081-1090

Availability: http://explore.bl.uk/primo_library/libweb/action/display.do?tabs=detailsTab&gathStatTab=true&ct=display&fn=search&doc=ETOCRN627646135&indx=1&recIds=ETOCRN627646135

Outcomes and Health Care Resource Utilization of Adult Bacterial Meningitis in the United States

Authors: Kiyani, Musa, Hodges, Sarah E., Adil, Syed M., Charalambous, Lefko T., Liu, Beiyu, Lee, Hui-Jie, Parente, Beth, Perfect, John R., Lad, Shivanand P.

Source: Neurology.Clinical practice. 11(2):117-126

Availability: http://explore.bl.uk/primo_library/libweb/action/display.do?tabs=detailsTab&gathStatTab=true&ct=display&fn=search&doc=ETOCvdc_100175125418.0x000001&indx=1&recIds=ETOCvdc_100175125418.0x000001

Predicting the Individual Treatment Effect of Neurosurgery for Patients with Traumatic Brain Injury in the Low-Resource Setting: A Machine Learning Approach in Uganda

Authors: Adil, Syed M., Elahi, Cyrus, Gramer, Robert, Spears, Charis A., Fuller, Anthony T., Haglund, Michael M., Dunn, Timothy W.

Source: Journal of neurotrauma. 38(7):928-939

Availability: http://explore.bl.uk/primo_library/libweb/action/display.do?tabs=detailsTab&gathStatTab=true&ct=display&fn=search&doc=ETOCvdc_100153578198.0x000001&indx=1&recIds=ETOCvdc_100153578198.0x000001

Impact of Spinal Cord Stimulation on Opioid Dose Reduction: A Nationwide Analysis

Authors: Adil, Syed M, Charalambous, Lefko T, Spears, Charis A, Kiyani, Musa, Hodges, Sarah E, Yang, Zidanyue, Lee, Hui-Jie, Rahimpour, Shervin, Parente, Beth, Greene, Kathryn A, McClellan, Mark, Lad, Shivanand P

Source: Neurosurgery. 88(1):193-201

Availability: http://explore.bl.uk/primo_library/libweb/action/display.do?tabs=detailsTab&gathStatTab=true&ct=display&fn=search&doc=ETOCvdc_100125518517.0x000001&indx=1&recIds=ETOCvdc_100125518517.0x000001

Reduced Influence of Affective Disorders on 6-Week and 3-Month Narcotic Refills After Primary Complex Spinal Fusions for Adult Deformity Correction: A Single-Institutional Study

Authors: Elsamadicy, Aladine A., Charalambous, Lefko, Adil, Syed M., Drysdale, Nicolas, Lee, Megan, Koo, Andrew B., Chouairi, Fouad, Kundishora, Adam J., Camara-Quintana, Joaquin, Qureshi, Tariq, Kolb, Luis, Laurans, Maxwell, Abbed, Khalid, Karikari, Isaac O.

Source: In World Neurosurgery September 2019 129:e311-e316

Association Between Preoperative Narcotic Use with Perioperative Complication Rates, Patient Reported Pain Scores, and Ambulatory Status After Complex Spinal Fusion (≥5 Levels) for Adult Deformity Correction

Authors: Elsamadicy, Aladine A., Drysdale, Nicolas, Adil, Syed M., Charalambous, Lefko, Lee, Megan, Koo, Andrew, Freedman, Isaac G., Kundishora, Adam J., Camara-Quintana, Joaquin, Qureshi, Tariq, Kolb, Luis, Laurans, Maxwell, Abbed, Khalid, Karikari, Isaac O.

Source: In World Neurosurgery August 2019 128:e231-e237

Structural mapping with fiber tractography of the human cuneate fasciculus at microscopic resolution in cervical region

Authors: Atik, Ahmet Fatih, Calabrese, Evan, Gramer, Robert, Adil, Syed M., Rahimpour, Shervin, Pagadala, Promila, Johnson, G. Allan, Lad, Shivanand P.

Source: In NeuroImage 1 August 2019 196:200-206