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Asher, Anthony L.

https://orcid.org/0000-0002-3596-3849

Mayo Clinic

Carolinas Healthcare System

Citations 110

Trajectory of Improvement in Myelopathic Symptoms From 3 to 12 Months Following Surgery for Degenerative Cervical Myelopathy
Khan, Inamullah , Archer, Kristin R. , Wanner, John Paul , Bydon, Mohamad , Pennings, Jacquelyn S. , Sivaganesan, Ahilan, Knightly, John J. , Foley, Kevin T. , Bisson, Erica F. , Shaffrey, Christopher I. , McGirt, Matthew J., Asher, Anthony L. , Devin, Clinton J. , MD, QOD Vanguard Sites Asher Anthony L MD McGirt Matthew J MD Devin Clinton J MD Foley Kevin T MD Sorenson Jeffrey M MD Briggs Thomas B MD Kremer Adam MD Griffitt Wesley E MD Bisson Erica F MD Shaffrey Mark E Shaffrey Christopher MD Fassett Daniel MD Oetting Gregory MD Elowitz Eric H MD Rumana Christopher, Sorenson, Jeffrey, Briggs, Thomas B., Kremer, Adam, Griffitt, Wesley E., Shaffrey, Mark E., Fassett, Daniel R. , Oetting, Gregory, Elowitz, Eric , Rumana, Christopher S., MD, QOD Vanguard Sites Asher Anthony L MD McGirt Matthew J MD Devin Clinton J MD Foley Kevin T MD Sorenson Jeffrey M MD Briggs Thomas B MD Kremer Adam MD Griffitt Wesley E MD Bisson Erica F MD Shaffrey Mark E Shaffrey Christopher MD Fassett Daniel MD Oetting Gregory MD Elowitz Eric H MD Rumana Christopher

Neurosurgery | July 31, 2019 | Volume: 86 | Issue: 6 | Pages: 763-768

10.1093/neuros/nyz325 Get It

Abstract BACKGROUND Degenerative cervical myelopathy (DCM) is a progressive disease resulting from cervical cord compression. The modified Japanese Orthopaedic Association (mJOA) is commonly used to grade myelopathic symptoms, but its persistent postoperative improvement has not been previously explored. OBJECTIVE To utilize the Quality Outcomes Database (QOD) to evaluate the trajectory of outcomes in those operatively treated for DCM. METHODS This study is a retrospective analysis of prospectively collected data. The QOD was queried for patients undergoing elective surgery for DCM. Patients were divided into mild (≥14), moderate (9-13), or severe (<9) categories for their baseline severity of myelopathic symptoms (mJOA scores). A parsimonious multivariable logistic regression model was fitted with 2 points improvement on mJOA from 3- to 12-mo follow-up as the outcome of interest. RESULTS A total of 2156 patients who underwent elective surgery for DCM and had complete 3- and 12-mo follow-up were included in our analysis. Patients improved significantly from baseline to 3-mo on their mJOA scores, regardless of their baseline mJOA severity. After adjusting for the relevant preoperative characteristics, the baseline mJOA categories had significant impact on outcome of whether a patient keeps improving in mJOA score from 3 to 12 mo postsurgery. Patient with severe mJOA score at baseline had a higher likelihood of improvement in their myelopathic symptoms, compared to patients with mild mJOA score in. CONCLUSION Most patients achieve improvement on a shorter follow-up; however, patients with severe symptoms keep on improving until after a longer follow-up. Preoperative identification of such patients helps the clinician settling realistic expectations for each follow-up timepoint.
Does Neck Disability Index Correlate With 12-Month Satisfaction After Elective Surgery for Cervical Radiculopathy? Results From a National Spine Registry
Khan, Inamullah , Sivaganesan, Ahilan, Archer, Kristin R. , Bydon, Mohamad , McGirt, Matthew J., Nian, Hui , Foley, Kevin T. , Mummaneni, Praveen V. , Bisson, Erica F. , Shaffrey, Christopher I. , Asher, Anthony L. , Devin, Clinton J. , Sites, QOD Vanguard, Sorenson, Jeffrey, Briggs, Thomas B., Kremer, Adam, Griffitt, Wesley E., Shaffrey, Mark E., Fassett, Daniel R. , Oetting, Gregory, Elowitz, Eric , Rumana, Christopher S., Harrell, Frank E. , Harbaugh, Robert E. , Sites, QOD Vanguard

Neurosurgery | May 16, 2019 | Volume: 86 | Issue: 5 | Pages: 736-741

10.1093/neuros/nyz231 Get It

Abstract BACKGROUND Modern healthcare reforms focus on identifying and measuring the quality and value of care. Patient satisfaction is particularly important in the management of degenerative cervical radiculopathy (DCR) since it leads to significant neck pain and disability primarily affecting the patients’ quality of life. OBJECTIVE To determine the association of baseline and 12-mo Neck Disability Index (NDI) with patient satisfaction after elective surgery for DCR. METHODS The Quality Outcomes Database cervical module was queried for patients who underwent elective surgery for DCR. A multivariable proportional odds regression model was fitted with 12-mo satisfaction as the outcome. The covariates for this model included patients’ demographics, surgical characteristics, and baseline and 12-mo patient reported outcomes (PROs). Wald-statistics were calculated to determine the relative importance of each independent variable for 12-mo patient satisfaction. RESULTS The analysis included 2206 patients who underwent elective surgery for DCR. In multivariable analysis, after adjusting for baseline and surgery specific variables, the 12-mo NDI score showed the highest association with 12-mo satisfaction (Waldχ2-df = 99.17, 58.1% of total χ2). The level of satisfaction increases with decrease in 12-mo NDI score regardless of the baseline NDI score. CONCLUSION Our study identifies 12-mo NDI score as a very influential driver of 12-mo patient satisfaction after surgery for DCR. In addition, there are lesser contributions from other 12-mo PROs, baseline Numeric Rating Scale for arm pain and American Society of Anesthesiologists (ASA) grade. The baseline level of disability was found to be irrelevant to patients. They seemed to only value their current level of disability, compared to baseline, in rating satisfaction with surgical outcome.
A comparison of minimally invasive transforaminal lumbar interbody fusion and decompression alone for degenerative lumbar spondylolisthesis
Chan, Andrew K. , Bisson, Erica F. , Bydon, Mohamad , Glassman, Steven D. , Foley, Kevin T. , Potts, Eric A. , Shaffrey, Christopher I. , Shaffrey, Mark E., Coric, Domagoj , Knightly, John J. , Park, Paul , Wang, Michael Y. , Fu, Kai-Ming, Slotkin, Jonathan R., Asher, Anthony L. , Virk, Michael S. , Kerezoudis, Panagiotis , Alvi, Mohammed Ali , Guan, Jian , Haid, Regis W., Mummaneni, Praveen V. , Alvi, Mohammed Ali

Neurosurgical Focus | May 3, 2019 | Volume: 46 | Issue: 5 | Pages: E13

10.3171/2019.2.focus18722 Get It

OBJECTIVE The optimal minimally invasive surgery (MIS) approach for grade 1 lumbar spondylolisthesis is not clearly elucidated. In this study, the authors compared the 24-month patient-reported outcomes (PROs) after MIS transforaminal lumbar interbody fusion (TLIF) and MIS decompression for degenerative lumbar spondylolisthesis. METHODS A total of 608 patients from 12 high-enrolling sites participating in the Quality Outcomes Database (QOD) lumbar spondylolisthesis module underwent single-level surgery for degenerative grade 1 lumbar spondylolisthesis, of whom 143 underwent MIS (72 MIS TLIF [50.3%] and 71 MIS decompression [49.7%]). Surgeries were classified as MIS if there was utilization of percutaneous screw fixation and placement of a Wiltse plane MIS intervertebral body graft (MIS TLIF) or if there was a tubular decompression (MIS decompression). Parameters obtained at baseline through at least 24 months of follow-up were collected. PROs included the Oswestry Disability Index (ODI), numeric rating scale (NRS) for back pain, NRS for leg pain, EuroQol-5D (EQ-5D) questionnaire, and North American Spine Society (NASS) satisfaction questionnaire. Multivariate models were constructed to adjust for patient characteristics, surgical variables, and baseline PRO values. RESULTS The mean age of the MIS cohort was 67.1 ± 11.3 years (MIS TLIF 62.1 years vs MIS decompression 72.3 years) and consisted of 79 (55.2%) women (MIS TLIF 55.6% vs MIS decompression 54.9%). The proportion in each cohort reaching the 24-month follow-up did not differ significantly between the cohorts (MIS TLIF 83.3% and MIS decompression 84.5%, p = 0.85). MIS TLIF was associated with greater blood loss (mean 108.8 vs 33.0 ml, p < 0.001), longer operative time (mean 228.2 vs 101.8 minutes, p < 0.001), and longer length of hospitalization (mean 2.9 vs 0.7 days, p < 0.001). MIS TLIF was associated with a significantly lower reoperation rate (14.1% vs 1.4%, p = 0.004). Both cohorts demonstrated significant improvements in ODI, NRS back pain, NRS leg pain, and EQ-5D at 24 months (p < 0.001, all comparisons relative to baseline). In multivariate analyses, MIS TLIF—as opposed to MIS decompression alone—was associated with superior ODI change (β = −7.59, 95% CI −14.96 to −0.23; p = 0.04), NRS back pain change (β = −1.54, 95% CI −2.78 to −0.30; p = 0.02), and NASS satisfaction (OR 0.32, 95% CI 0.12–0.82; p = 0.02). CONCLUSIONS For symptomatic, single-level degenerative spondylolisthesis, MIS TLIF was associated with a lower reoperation rate and superior outcomes for disability, back pain, and patient satisfaction compared with posterior MIS decompression alone. This finding may aid surgical decision-making when considering MIS for degenerative lumbar spondylolisthesis.
Predictive model for long-term patient satisfaction after surgery for grade I degenerative lumbar spondylolisthesis: insights from the Quality Outcomes Database
Mummaneni, Praveen V. , Bydon, Mohamad , Alvi, Mohammed Ali , Chan, Andrew K. , Glassman, Steven D. , Foley, Kevin T. , Potts, Eric A. , Shaffrey, Christopher I. , Shaffrey, Mark E., Coric, Domagoj , Knightly, John J. , Park, Paul , Wang, Michael Y. , Fu, Kai-Ming, Slotkin, Jonathan R., Asher, Anthony L. , Virk, Michael S. , Kerezoudis, Panagiotis , Guan, Jian , Haid, Regis W., Bisson, Erica F. , Alvi, Mohammed Ali

Neurosurgical Focus | May 3, 2019 | Volume: 46 | Issue: 5 | Pages: E12

10.3171/2019.2.focus18734 Get It

OBJECTIVE Since the enactment of the Affordable Care Act in 2010, providers and hospitals have increasingly prioritized patient-centered outcomes such as patient satisfaction in an effort to adapt the “value”-based healthcare model. In the current study, the authors queried a prospectively maintained multiinstitutional spine registry to construct a predictive model for long-term patient satisfaction among patients undergoing surgery for Meyerding grade I lumbar spondylolisthesis. METHODS The authors queried the Quality Outcomes Database for patients undergoing surgery for grade I lumbar spondylolisthesis between July 1, 2014, and June 30, 2016. The primary outcome of interest for the current study was patient satisfaction as measured by the North American Spine Surgery patient satisfaction index, which is measured on a scale of 1–4, with 1 indicating most satisfied and 4 indicating least satisfied. In order to identify predictors of higher satisfaction, the authors fitted a multivariable proportional odds logistic regression model for ≥ 2 years of patient satisfaction after adjusting for an array of clinical and patient-specific factors. The absolute importance of each covariate in the model was computed using an importance metric defined as Wald chi-square penalized by the predictor degrees of freedom. RESULTS A total of 502 patients, out of a cohort of 608 patients (82.5%) with grade I lumbar spondylolisthesis, undergoing either 1- or 2-level decompression (22.5%, n = 113) or 1-level decompression and fusion (77.5%, n = 389), met the inclusion criteria; of these, 82.1% (n = 412) were satisfied after 2 years. On univariate analysis, satisfied patients were more likely to be employed and working (41.7%, n = 172, vs 24.4%, n = 22; overall p = 0.001), more likely to present with predominant leg pain (23.1%, n = 95, vs 11.1%, n = 10; overall p = 0.02) but more likely to present with lower Numeric Rating Scale score for leg pain (median and IQR score: 7 [5–9] vs 8 [6–9]; p = 0.05). Multivariable proportional odds logistic regression revealed that older age (OR 1.57, 95% CI 1.09–2.76; p = 0.009), preoperative active employment (OR 2.06, 95% CI 1.27–3.67; p = 0.015), and fusion surgery (OR 2.3, 95% CI 1.30–4.06; p = 0.002) were the most important predictors of achieving satisfaction with surgical outcome. CONCLUSIONS Current findings from a large multiinstitutional study indicate that most patients undergoing surgery for grade I lumbar spondylolisthesis achieved long-term satisfaction. Moreover, the authors found that older age, preoperative active employment, and fusion surgery are associated with higher odds of achieving satisfaction.
NCCTG N0574 (Alliance): A phase III randomized trial of whole brain radiation therapy (WBRT) in addition to radiosurgery (SRS) in patients with 1 to 3 brain metastases.
Brown, Paul D. , Asher, Anthony L. , Farace, Elana, Cerhan, Jane H. , Anderson, S. Keith , Carrero, Xiomara W., Barker, Frederick G., Deming, Richard L., Burri, Stuart H., Ménard, Cynthia , Pollock, Bruce E. , Buckner, Jan C. , Jaeckle, Kurt A. , Ballman, Karla V. , Chung, Caroline , Stieber, Volker W. , Galanis, Evanthia

Journal of Clinical Oncology | March 7, 2019 | Volume: 33 | Issue: 15_suppl | Pages: LBA4-LBA4

10.1200/jco.2015.33.15_suppl.lba4 Get It

A multi-institutional analysis of presentation and outcomes for leptomeningeal disease recurrence after surgical resection and radiosurgery for brain metastases
Prabhu, Roshan S. , Turner, Brandon E. , Asher, Anthony L. , Marcrom, Samuel , Fiveash, John B. , Foreman, Paul M. , Patel, Kirtesh R., Curran, Walter J. , Breen, William G. , Brown, Paul D. , Grills, Inga S., Arden, Jessica D. , Foster, Lauren, Manning, Matthew A., Stern, Joseph D., Soltys, Scott G. , Burri, Stuart H., Turner, Brandon E , Press, Robert H. , Jethwa, Krishan R.

Neuro-Oncology | February 27, 2019 | Volume: 21 | Issue: 8 | Pages: 1049-1059

10.1093/neuonc/noz049 Get It

Abstract Background Radiographic leptomeningeal disease (LMD) develops in up to 30% of patients following postoperative stereotactic radiosurgery (SRS) for brain metastases. However, the clinical relevancy of this finding and outcomes after various salvage treatments are not known. Methods Patients with brain metastases, of which 1 was resected and treated with adjunctive SRS, and who subsequently developed LMD were combined from 7 tertiary care centers. LMD pattern was categorized as nodular (nLMD) or classical (“sugarcoating,” cLMD). Results The study cohort was 147 patients. Most patients (60%) were symptomatic at LMD presentation, with cLMD more likely to be symptomatic than nLMD (71% vs. 51%, P = 0.01). Salvage therapy was whole brain radiotherapy (WBRT) alone (47%), SRS (27%), craniospinal radiotherapy (RT) (10%), and other (16%), with 58% receiving a WBRT-containing regimen. WBRT was associated with lower second LMD recurrence compared with focal RT (40% vs 68%, P = 0.02). Patients with nLMD had longer median overall survival (OS) than those with cLMD (8.2 vs 3.3 mo, P < 0.001). On multivariable analysis for OS, pattern of initial LMD (nodular vs classical) was significant, but type of salvage RT (WBRT vs focal) was not. Conclusions Nodular LMD is a distinct pattern of LMD associated with postoperative SRS that is less likely to be symptomatic and has better OS outcomes than classical “sugarcoating” LMD. Although focal RT demonstrated increased second LMD recurrence compared with WBRT, there was no associated OS detriment. Focal cranial RT for nLMD recurrence after surgery and SRS for brain metastases may be a reasonable alternative to WBRT.
Laminectomy alone versus fusion for grade 1 lumbar spondylolisthesis in 426 patients from the prospective Quality Outcomes Database
Chan, Andrew K. , Bisson, Erica F. , Bydon, Mohamad , Glassman, Steven D. , Foley, Kevin T. , Potts, Eric A. , Shaffrey, Christopher I. , Shaffrey, Mark E., Coric, Domagoj , Knightly, John J. , Park, Paul , Wang, Michael Y. , Fu, Kai-Ming, Slotkin, Jonathan R., Asher, Anthony L. , Virk, Michael S., Kerezoudis, Panagiotis , Chotai, Silky , DiGiorgio, Anthony M. , Haid, Regis W., Mummaneni, Praveen V. , Virk, Michael S.

Journal of Neurosurgery: Spine | February 20, 2019 | Volume: 30 | Issue: 2 | Pages: 234-241

10.3171/2018.8.spine17913 Get It

OBJECTIVEThe AANS launched the Quality Outcomes Database (QOD), a prospective longitudinal registry that includes demographic, clinical, and patient-reported outcome (PRO) data to measure the safety and quality of spine surgery. Registry data offer “real-world” insights into the utility of spinal fusion and decompression surgery for lumbar spondylolisthesis. Using the QOD, the authors compared the initial 12-month outcome data for patients undergoing fusion and those undergoing laminectomy alone for grade 1 degenerative lumbar spondylolisthesis.METHODSData from 12 top enrolling sites were analyzed and 426 patients undergoing elective single-level spine surgery for degenerative grade 1 lumbar spondylolisthesis were found. Baseline, 3-month, and 12-month follow-up data were collected and compared, including baseline clinical characteristics, readmission rates, reoperation rates, and PROs. The PROs included Oswestry Disability Index (ODI), back and leg pain numeric rating scale (NRS) scores, and EuroQol–5 Dimensions health survey (EQ-5D) results.RESULTSA total of 342 (80.3%) patients underwent fusion, with the remaining 84 (19.7%) undergoing decompression alone. The fusion cohort was younger (60.7 vs 69.9 years, p < 0.001), had a higher mean body mass index (31.0 vs 28.4, p < 0.001), and had a greater proportion of patients with back pain as a major component of their initial presentation (88.0% vs 60.7%, p < 0.001). There were no differences in 12-month reoperation rate (4.4% vs 6.0%, p = 0.93) and 3-month readmission rates (3.5% vs 1.2%, p = 0.45). At 12 months, both cohorts improved significantly with regard to ODI, NRS back and leg pain, and EQ-5D (p < 0.001, all comparisons). In adjusted analysis, fusion procedures were associated with superior 12-month ODI (β −4.79, 95% CI −9.28 to −0.31; p = 0.04).CONCLUSIONSSurgery for grade 1 lumbar spondylolisthesis—regardless of treatment strategy—was associated with significant improvements in disability, back and leg pain, and quality of life at 12 months. When adjusting for covariates, fusion surgery was associated with superior ODI at 12 months. Although fusion procedures were associated with a lower rate of reoperation, there was no statistically significant difference at 12 months. Further study must be undertaken to assess the durability of either surgical strategy in longer-term follow-up.
Effect of Modified Japanese Orthopedic Association Severity Classifications on Satisfaction With Outcomes 12 Months After Elective Surgery for Cervical Spine Myelopathy
Asher, Anthony L. , Devin, Clinton J. , Weisenthal, Benjamin M., Pennings, Jacquelyn S. , Khan, Inamullah , Archer, Kristin R. , Sivaganesan, Ahilan, Chotai, Silky , Bydon, Mohamad , Nian, Hui , McGirt, Matthew J., Mummaneni, Praveen V. , Bisson, Erica F. , Shaffrey, Christopher I. , Foley, Kevin T. , Harrell, Frank E.

Spine | November 21, 2018 | Volume: 44 | Issue: 11 | Pages: 801-808

10.1097/brs.0000000000002946 Get It

Study Design. This study retrospectively analyzes prospectively collected data. Objective. Here, we aim to determine the influence of preoperative and 12-month modified Japanese Orthopedic Association (mJOA) on satisfaction and understand the change in mJOA severity classification after surgical management of degenerative cervical myelopathy (DCM). Summary of Background Data. DCM is a progressive degenerative spine disease resulting from cervical cord compression. The natural progression of DCM is variable; some patients experience periods of stability, while others rapidly deteriorate following disease onset. The mJOA is commonly used to grade and categorize myelopathy symptoms, but its association with postoperative satisfaction has not been previously explored. Methods. The quality and outcomes database (QOD) was queried for patients undergoing elective surgery for DCM. Patients were divided into mild (≥14), moderate (9 to 13), or severe (<9) categories on the mJOA scores. A McNemar–Bowker test was used to assess whether a significant proportion of patients changed mJOA category between preoperative and 12 months postoperative. A multivariable proportional odds ordinal logistic regression model was fitted with 12-month satisfaction as the outcome of interest. Results. We identified 1963 patients who underwent elective surgery for DCM and completed 12-months follow-ups. Comparing mJOA severity level preoperatively and at 12 months revealed that 55% remained in the same category, 37% improved, and 7% moved to a worse category. After adjusting for baseline and surgery-specific variables, the 12-month mJOA category had the highest impact on patient satisfaction (P < 0.001). Conclusion. Patient satisfaction is an indispensable tool for measuring quality of care after spine surgery. In this sample, 12-month mJOA category, regardless of preop mJOA, was significantly correlated with satisfaction. Given these findings, it is important to advise patients of the probability that surgery will change their mJOA severity classification and the changes required to achieve postoperative satisfaction. Level of Evidence: 3
A predictive model and nomogram for predicting return to work at 3 months after cervical spine surgery: an analysis from the Quality Outcomes Database
Devin, Clinton J. , Bydon, Mohamad , Alvi, Mohammed Ali , Kerezoudis, Panagiotis , Khan, Inamullah , Sivaganesan, Ahilan, McGirt, Matthew J., Archer, Kristin R. , Foley, Kevin T. , Mummaneni, Praveen V. , Bisson, Erica F. , Knightly, John J. , Shaffrey, Christopher I. , Asher, Anthony L. , Alvi, Mohammed Ali

Neurosurgical Focus | November 16, 2018 | Volume: 45 | Issue: 5 | Pages: E9

10.3171/2018.8.focus18326 Get It

OBJECTIVE Back pain and neck pain are two of the most common causes of work loss due to disability, which poses an economic burden on society. Due to recent changes in healthcare policies, patient-centered outcomes including return to work have been increasingly prioritized by physicians and hospitals to optimize healthcare delivery. In this study, the authors used a national spine registry to identify clinical factors associated with return to work at 3 months among patients undergoing a cervical spine surgery. METHODS The authors queried the Quality Outcomes Database registry for information collected from April 2013 through March 2017 for preoperatively employed patients undergoing cervical spine surgery for degenerative spine disease. Covariates included demographic, clinical, and operative variables, and baseline patient-reported outcomes. Multiple imputations were used for missing values and multivariable logistic regression analysis was used to identify factors associated with higher odds of returning to work. Bootstrap resampling (200 iterations) was used to assess the validity of the model. A nomogram was constructed using the results of the multivariable model. RESULTS A total of 4689 patients were analyzed, of whom 82.2% (n = 3854) returned to work at 3 months postoperatively. Among previously employed and working patients, 89.3% (n = 3443) returned to work compared to 52.3% (n = 411) among those who were employed but not working (e.g., were on a leave) at the time of surgery (p < 0.001). On multivariable logistic regression the authors found that patients who were less likely to return to work were older (age > 56–65 years: OR 0.69, 95% CI 0.57–0.85, p < 0.001; age > 65 years: OR 0.65, 95% CI 0.43–0.97, p = 0.02); were employed but not working (OR 0.24, 95% CI 0.20–0.29, p < 0.001); were employed part time (OR 0.56, 95% CI 0.42–0.76, p < 0.001); had a heavy-intensity (OR 0.42, 95% CI 0.32–0.54, p < 0.001) or medium-intensity (OR 0.59, 95% CI 0.46–0.76, p < 0.001) occupation compared to a sedentary occupation type; had workers’ compensation (OR 0.38, 95% CI 0.28–0.53, p < 0.001); had a higher Neck Disability Index score at baseline (OR 0.60, 95% CI 0.51–0.70, p = 0.017); were more likely to present with myelopathy (OR 0.52, 95% CI 0.42–0.63, p < 0.001); and had more levels fused (3–5 levels: OR 0.46, 95% CI 0.35–0.61, p < 0.001). Using the multivariable analysis, the authors then constructed a nomogram to predict return to work, which was found to have an area under the curve of 0.812 and good validity. CONCLUSIONS Return to work is a crucial outcome that is being increasingly prioritized for employed patients undergoing spine surgery. The results from this study could help surgeons identify at-risk patients so that preoperative expectations could be discussed more comprehensively.
Introduction. Predictive analytics in medicine
Asher, Anthony L. , Devin, Clinton J. , Bydon, Mohamad , Harbaugh, Robert E.

Neurosurgical Focus | November 16, 2018 | Volume: 45 | Issue: 5 | Pages: E1

10.3171/2018.8.focus18441 Get It