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1

Machine Learning and Neurosurgical Outcome Prediction: A Systematic Review

Senders, Joeky T., Staples, Patrick C., Karhade, Aditya V., Zaki, Mark M., Gormley, William B., Broekman, Marike L.D., Smith, Timothy R., Arnaout, Omar

Journal:

World Neurosurgery

Year:

2017

Language:

english

File:

PDF, 5.28 MB

english, 2017

2

An introduction and overview of machine learning in neurosurgical care

Senders, Joeky T., Zaki, Mark M., Karhade, Aditya V., Chang, Bliss, Gormley, William B., Broekman, Marike L., Smith, Timothy R., Arnaout, Omar

Journal:

Acta Neurochirurgica

Year:

2017

Language:

english

File:

PDF, 1013 KB

english, 2017

3

Development of a machine learning algorithm for prediction of failure of non-operative management in spinal epidural abscess

Shah, Akash A., Karhade, Aditya V., Bono, Christopher M., Harris, Mitchel B., Nelson, Sandra B., Schwab, Joseph H.

Journal:

The Spine Journal

Year:

2019

Language:

english

File:

PDF, 709 KB

english, 2019

4

Real-Time Ultrasound-Guided Catheter Navigation for Approaching Deep-Seated Brain Lesions: Role of Intraoperative Neurosonography with and without Fusion with Magnetic Resonance Imaging

Manjila, Sunil, Karhade, Aditya, Phi, Ji Hoon, Scott, R. Michael, Smith, Edward R.

Journal:

Pediatric Neurosurgery

Year:

2017

Language:

english

File:

PDF, 297 KB

english, 2017

5

Agents for fluorescence-guided glioma surgery: a systematic review of preclinical and clinical results

Senders, Joeky T., Muskens, Ivo S., Schnoor, Rosalie, Karhade, Aditya V., Cote, David J., Smith, Timothy R., Broekman, Marike L. D.

Journal:

Acta Neurochirurgica

Year:

2017

Language:

english

File:

PDF, 916 KB

english, 2017

6

Natural and Artificial Intelligence in Neurosurgery: A Systematic Review

Senders, Joeky T., Arnaout, Omar, Karhade, Aditya V., Dasenbrock, Hormuzdiyar H., Gormley, William B., Broekman, Marike L., Smith, Timothy R.

Journal:

Year:

2017

Language:

english

File:

PDF, 456 KB

english, 2017

7

Development of Machine Learning Algorithms for Prediction of Prolonged Opioid Prescription after Surgery for Lumbar Disc Herniation

Karhade, Aditya V., Ogink, Paul T., Thio, Quirina C.B.S., Cha, Thomas D., Gormley, William B., Hershman, Stuart H., Smith, Timothy R., Mao, Jianren, Schoenfeld, Andrew J., Bono, Christopher M., Schwab

Journal:

The Spine Journal

Year:

2019

Language:

english

File:

PDF, 752 KB

english, 2019

8

77. Development of predictive models for 90-day and 1-year mortality in spinal metastatic disease

Karhade, Aditya V., Bono, Christopher M., Ferrone, Marco, Saylor, Philip J., Schoenfeld, Andrew J., Shin, John H., Harris, Mitchel, Schwab, Joseph H.

Journal:

The Spine Journal

Year:

2019

Language:

english

File:

PDF, 49 KB

english, 2019

9

Natural Language Processing for Automated Quantification of Brain Metastases Reported in Free-Text Radiology Reports

Senders, Joeky T., Karhade, Aditya V., Cote, David J., Mehrtash, Alireza, Lamba, Nayan, DiRisio, Aislyn, Muskens, Ivo S., Gormley, William B., Smith, Timothy R., Broekman, Marike L.D., Arnaout, Omar

Journal:

JCO Clinical Cancer Informatics

Year:

2019

Language:

english

File:

PDF, 646 KB

english, 2019

10

Reply to the letter: predicting sustained opioid prescription after spine surgery

Karhade, Aditya V., Schwab, Joseph H.

Journal:

The Spine Journal

Year:

2019

Language:

english

File:

PDF, 248 KB

english, 2019

11

Development of machine learning and natural language processing algorithms for preoperative prediction and automated identification of intraoperative vascular injury in anterior lumbar spine surgery

Karhade, Aditya V., Bongers, Michiel E.R., Groot, Olivier Q., Cha, Thomas D., Doorly, Terence P., Fogel, Harold A., Hershman, Stuart H., Tobert, Daniel G., Srivastava, Sunita D., Bono, Christopher M.,

Journal:

The Spine Journal

Year:

2020

File:

PDF, 1.15 MB

2020

12

Comparison of the Stopping Opioids after Surgery (SOS) score to preoperative morphine milligram equivalents (MME) for prediction of opioid prescribing after lumbar spine surgery

Karhade, Aditya V., Schwab, Joseph H., Harris, Mitchel B., Schoenfeld, Andrew J.

Journal:

The Spine Journal

Year:

2020

File:

PDF, 468 KB

2020

13

SMART on FHIR in spine: integrating clinical prediction models into electronic health records for precision medicine at the point of care

Karhade, Aditya V., Schwab, Joseph H., Del Fiol, Guilherme, Kawamoto, Kensaku

Journal:

The Spine Journal

Year:

2020

File:

PDF, 850 KB

2020

14

23. Natural language processing for automated identification of intraoperative vascular injury in anterior lumbar spine surgery

Karhade, Aditya V., Bongers, Michiel, Groot, Olivier, Fogel, Harold A., Hershman, Stuart H., Tobert, Daniel G., Srivastava, Sunita, Bono, Christopher M., Kang, James D., Harris, Mitchel, Schwab, Josep

Journal:

The Spine Journal

Year:

2020

File:

PDF, 61 KB

2020

15

Neurosurgical Defensive Medicine in Texas and Illinois: A Tale of Two States

Cote, David J., Karhade, Aditya V., Larsen, Alexandra M.G., Castlen, Joseph P., Smith, Timothy R.

Journal:

World Neurosurgery

Year:

2016

Language:

english

File:

PDF, 413 KB

english, 2016

16

Predictors of Adverse Events for Ankle Fractures: An Analysis of 6800 Patients

Dodd, Ashley C., Lakomkin, Nikita, Attum, Basem, Bulka, Catherine, Karhade, Aditya V., Douleh, Diana G., Mir, Hassan, Jahangir, A. Alex, Obremskey, William T., Sethi, Manish K.

Journal:

The Journal of Foot and Ankle Surgery

Year:

2016

Language:

english

File:

PDF, 234 KB

english, 2016

17

United States neurosurgery annual case type and complication trends between 2006 and 2013: An American College of Surgeons National Surgical Quality Improvement Program analysis

Cote, David J., Karhade, Aditya V., Larsen, Alexandra M.G., Burke, William T., Castlen, Joseph P., Smith, Timothy R.

Journal:

Journal of Clinical Neuroscience

Year:

2016

Language:

english

File:

PDF, 357 KB

english, 2016

18

TRANSCRIPTIONAL REGULATION OF GENES AT THE ALZHEIMER'S DISEASE RISK LOCI

Kachadoorian, Michaela, Allen, Mariet, Lincoln, Sarah, Karhade, Aditya, Manly, Lester, Zou, Fanggeng, Chai, High Seng, Younkin, Curtis, Crook, Julia, Pancratz, V. Shane, Carrasquillo, Minerva M., Nair

Journal:

Alzheimer's & Dementia

Year:

2014

Language:

english

File:

PDF, 60 KB

english, 2014

19

Risk factors for post-operative respiratory failure among 94,621 neurosurgical patients from 2006 to 2013: a NSQIP analysis

Cote, David J., Karhade, Aditya V., Burke, William T., Larsen, Alexandra M. G., Smith, Timothy R.

Journal:

Acta Neurochirurgica

Year:

2016

Language:

english

File:

PDF, 297 KB

english, 2016

20

Predictors of Stroke and Coma After Neurosurgery: An ACS-NSQIP Analysis

Larsen, Alexandra M.G., Cote, David J., Karhade, Aditya V., Smith, Timothy R.

Journal:

World Neurosurgery

Year:

2016

Language:

english

File:

PDF, 4.34 MB

english, 2016

21

Thirty-day readmission and reoperation after surgery for spinal tumors: a National Surgical Quality Improvement Program analysis

Karhade, Aditya V., Vasudeva, Viren S., Dasenbrock, Hormuzdiyar H., Lu, Yi, Gormley, William B., Groff, Michael W., Chi, John H., Smith, Timothy R.

Journal:

Neurosurgical FOCUS

Year:

2016

Language:

english

File:

PDF, 2.19 MB

english, 2016

22

Neurosurgical Infection Rates and Risk Factors: A NSQIP Analysis of 132,000 Patients, 2006-2014

Karhade, Aditya V., Cote, David J., Larsen, Alexandra M.G., Smith, Timothy R.

Journal:

World Neurosurgery

Year:

2016

Language:

english

File:

PDF, 710 KB

english, 2016

23

Venous Thromboembolism in Patients Undergoing Craniotomy for Brain Tumors: A U.S. Nationwide Analysis

Cote, David, Dubois, Heloise, Karhade, Aditya, Smith, Timothy

Journal:

Seminars in Thrombosis and Hemostasis

Year:

2016

Language:

english

File:

PDF, 117 KB

english, 2016

24

Impact of operative length on post-operative complications in meningioma surgery: a NSQIP analysis

Karhade, Aditya V., Fandino, Luis, Gupta, Saksham, Cote, David J., Iorgulescu, Julian B., Broekman, Marike L., Aglio, Linda S., Dunn, Ian F., Smith, Timothy R.

Journal:

Journal of Neuro-Oncology

Year:

2017

Language:

english

File:

PDF, 482 KB

english, 2017

25

Use of Intraoperative Ultrasound During Spinal Surgery

Vasudeva, Viren S., Abd-El-Barr, Muhammad, Pompeu, Yuri A., Karhade, Aditya, Groff, Michael W., Lu, Yi

Journal:

Global Spine Journal

Year:

2017

Language:

english

File:

PDF, 601 KB

english, 2017

26

CMET-27. NATURAL LANGUAGE PROCESSING FOR THE AUTOMATED QUANTIFICATION OF BRAIN METASTASES IN RADIOLOGY FREE TEXT REPORTS

Cote, David, Senders, Joeky, Karhade, Aditya, Gupta, Saksham, Lamba, Nayan, Hancock, Brooke, Smith, Timothy, Arnaout, Omar

Journal:

Year:

2017

Language:

english

File:

PDF, 88 KB

english, 2017

27

SURG-09. AGENTS FOR FLUORESCENCE GUIDED GLIOMA SURGERY: REVIEW OF PRECLINICAL AND CLINICAL RESULTS

Senders, Joeky, Muskens, Ivo, Schnoor, Rosalie, Karhade, Aditya, Cote, Dave, Smith, Timothy, Broekman, Marike

Journal:

Year:

2016

Language:

english

File:

PDF, 86 KB

english, 2016

28

Cost-Utility Analyses in US Orthopaedic Foot and Ankle Surgery: A Systematic Review

Karhade, Aditya V., Kwon, John Y.

Journal:

Foot & Ankle Specialist

Year:

2018

Language:

english

File:

PDF, 310 KB

english, 2018

29

Quality and Safety in Neurosurgery || Improving Outcomes: Big Data and Predictive Analytics

Karhade, Aditya V.

Year:

2018

Language:

english

File:

PDF, 105 KB

english, 2018

30

National Databases for Neurosurgical Outcomes Research: Options, Strengths, and Limitations

Karhade, Aditya V., Larsen, Alexandra M. G., Cote, David J., Dubois, Heloise M., Smith, Timothy R.

Journal:

Year:

2017

Language:

english

File:

PDF, 252 KB

english, 2017

31

Serum alkaline phosphatase and 30-day mortality after surgery for spinal metastatic disease

Karhade, Aditya V., Thio, Quirina C. B. S., Ogink, Paul T., Schwab, Joseph H.

Journal:

Journal of Neuro-Oncology

Year:

2018

Language:

english

File:

PDF, 708 KB

english, 2018

32

Development of Machine Learning Algorithms for Prediction of 5-Year Spinal Chordoma Survival

Karhade, Aditya V., Thio, Quirina, Ogink, Paul, Kim, Jason, Lozano-Calderon, Santiago, Raskin, Kevin, Schwab, Joseph H.

Journal:

World Neurosurgery

Year:

2018

Language:

english

File:

PDF, 649 KB

english, 2018

33

Development of Machine Learning Algorithms for Prediction of 30-Day Mortality After Surgery for Spinal Metastasis

Karhade, Aditya V, Thio, Quirina C B S, Ogink, Paul T, Shah, Akash A, Bono, Christopher M, Oh, Kevin S, Saylor, Phil J, Schoenfeld, Andrew J, Shin, John H, Harris, Mitchel B, Schwab, Joseph H

Journal:

Year:

2018

Language:

english

File:

PDF, 990 KB

english, 2018

34

Machine Learning for Prediction of Sustained Opioid Prescription After Anterior Cervical Discectomy and Fusion

Karhade, Aditya V., Ogink, Paul T., Thio, Quirina C.B.S., Broekman, Marike L.D., Cha, Thomas D., Hershman, Stuart H., Mao, Jianren, Peul, Wilco C., Schoenfeld, Andrew J., Bono, Christopher M., Schwab,

Journal:

The Spine Journal

Year:

2019

Language:

english

File:

PDF, 767 KB

english, 2019

35

Randomized controlled trials comparing surgery to non-operative management in neurosurgery: a systematic review

Martin, Enrico, Muskens, Ivo S., Senders, Joeky T., DiRisio, Aislyn C., Karhade, Aditya V., Zaidi, Hasan A., Moojen, Wouter A., Peul, Wilco C., Smith, Timothy R., Broekman, Marike L. D.

Journal:

Acta Neurochirurgica

Year:

2019

Language:

english

File:

PDF, 373 KB

english, 2019

36

Prognostic value of serum alkaline phosphatase in spinal metastatic disease

Karhade, Aditya V., Thio, Quirina C. B. S., Kuverji, Megna, Ogink, Paul T., Ferrone, Marco L., Schwab, Joseph H.

Journal:

British Journal of Cancer

Year:

2019

Language:

english

File:

PDF, 509 KB

english, 2019

37

Trends in Foot and Ankle Studies Published in High-Impact General Medical Journals: A Systematic Review

Karhade, Aditya V., Kwon, John Y.

Journal:

The Journal of Foot and Ankle Surgery

Year:

2019

Language:

english

File:

PDF, 494 KB

english, 2019

38

Can Machine-learning Techniques Be Used for 5-year Survival Prediction of Patients With Chondrosarcoma?

Thio, Quirina C. B. S., Karhade, Aditya V., Ogink, Paul T., Raskin, Kevin A., De Amorim Bernstein, Karen, Lozano Calderon, Santiago A., Schwab, Joseph H.

Journal:

Clinical Orthopaedics and Related Research®

Year:

2018

File:

PDF, 491 KB

2018

39

Can Machine-learning Techniques Be Used for 5-year Survival Prediction of Patients With Chondrosarcoma?

Thio, Quirina C. B. S., Karhade, Aditya V., Ogink, Paul T., Raskin, Kevin A., De Amorim Bernstein, Karen, Lozano Calderon, Santiago A., Schwab, Joseph H.

Journal:

Clinical Orthopaedics and Related Research®

Year:

2018

Language:

english

File:

PDF, 491 KB

english, 2018

40

Development of a machine learning algorithm predicting discharge placement after surgery for spondylolisthesis

Ogink, Paul T., Karhade, Aditya V., Thio, Quirina C. B. S., Hershman, Stuart H., Cha, Thomas D., Bono, Christopher M., Schwab, Joseph H.

Journal:

European Spine Journal

Year:

2019

Language:

english

File:

PDF, 878 KB

english, 2019

41

Predicting Non-Routine Discharge After Elective Spine Surgery: External Validation of Machine Learning Algorithms Using Institutional Data

Stopa, Brittany M, Robertson, Faith C, Karhade, Aditya, Chua, Melissa, Broekman, Marike L D, Schwab, Joseph H, Smith, Timothy R, Gormley, William B

Journal:

Year:

2019

Language:

english

File:

PDF, 83 KB

english, 2019

42

Validating the Stopping Opioids after Surgery (SOS) Score for Sustained Postoperative Prescription Opioid Use in Spine Surgical Patients

Karhade, Aditya V., Chaudhary, Muhammad Ali, Bono, Christopher M., Kang, James D., Schwab, Joseph H., Schoenfeld, Andrew J.

Journal:

The Spine Journal

Year:

2019

Language:

english

File:

PDF, 506 KB

english, 2019

43

Trends in High-Impact Neurosurgical Randomized Controlled Trials Published in General Medical Journals: A Systematic Review

Karhade, Aditya V., Senders, Joeky T., Martin, Enrico, Muskens, Ivo S., Zaidi, Hasan A., Broekman, Marike L.D., Smith, Timothy R.

Journal:

World Neurosurgery

Year:

2019

Language:

english

File:

PDF, 1.24 MB

english, 2019

44

Education Improves Musculoskeletal Radiology Interpretation by Trainees in a Low-Resource Setting

Karhade, Aditya V., Qudsi, Rameez A., Usoro, Andrew O., Dejean, Christina Barau, Dyer, George S.M.

Journal:

Journal of Surgical Education

Year:

2019

Language:

english

File:

PDF, 115 KB

english, 2019

45

Development of Machine Learning Algorithms for Prediction of Sustained Postoperative Opioid Prescriptions after Total Hip Arthroplasty

Karhade, Aditya V., Schwab, Joseph H., Bedair, Hany S.

Journal:

The Journal of Arthroplasty

Year:

2019

Language:

english

File:

PDF, 525 KB

english, 2019

46

Development of Machine Learning Algorithms for Prediction of Mortality in Spinal Epidural Abscess

Karhade, Aditya V., Shah, Akash A., Bono, Christopher M., Ferrone, Marco L., Nelson, Sandra B., Schoenfeld, Andrew J., Harris, Mitchel B., Schwab, Joseph H.

Journal:

The Spine Journal

Year:

2019

Language:

english

File:

PDF, 627 KB

english, 2019

47

Trends in High-Impact Neurosurgical Randomized Controlled Trials Published in General Medical Journals: A Systematic Review

Karhade, Aditya V., Senders, Joeky T., Martin, Enrico, Muskens, Ivo S., Zaidi, Hasan A., Broekman, Marike L.D., Smith, Timothy R.

Journal:

World Neurosurgery

Year:

2019

File:

PDF, 1.24 MB

2019

48

Education Improves Musculoskeletal Radiology Interpretation by Trainees in a Low-Resource Setting

Karhade, Aditya V., Qudsi, Rameez A., Usoro, Andrew O., Dejean, Christina Barau, Dyer, George S.M.

Journal:

Journal of Surgical Education

Year:

2019

File:

PDF, 115 KB

2019

49

External Validation of the SORG 90-day and One-Year Machine Learning Algorithms for Survival in Spinal Metastatic Disease

Karhade, Aditya V., Ahmed, Ali K., Pennington, Zach, Chara, Alejandro, Schilling, Andrew, Thio, Quirina C.B.S., Ogink, Paul T., Sciubba, Daniel M., Schwab, Joseph H.

Journal:

The Spine Journal

Year:

2019

Language:

english

File:

PDF, 891 KB

english, 2019

50

Discharge Disposition after Anterior Cervical Discectomy and Fusion

Karhade, Aditya V., Ogink, Paul T., Thio, Quirina C.B.S., Cha, Thomas D., Hershman, Stuart H., Schoenfeld, Andrew J., Bono, Christopher M., Schwab, Joseph H.

Journal:

World Neurosurgery

Year:

2019

Language:

english

File:

PDF, 1.12 MB

english, 2019