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  • 1
    In: BMC Medical Informatics and Decision Making, Springer Science and Business Media LLC, Vol. 23, No. 1 ( 2023-08-03)
    Kurzfassung: Prediction calculators can help set outcomes expectations following orthopaedic surgery, however effective implementation strategies for these tools are unknown. This study evaluated provider and patient perspectives on clinical implementation of web-based prediction calculators developed using national prospective spine surgery registry data from the Quality Outcomes Database. Methods We conducted semi-structured interviews in two health systems, Vanderbilt University Medical Center (VUMC) and Duke University Health System (DUHS) of orthopedic and neurosurgery health care providers (VUMC: n = 19; DUHS: n = 6), health care administrators (VUMC: n = 9; DUHS: n = 9), and patients undergoing elective spine surgery (VUMC: n = 16). Qualitative template analysis was used to analyze interview data, with a focus on end-user perspectives regarding clinical implementation of web-based prediction tools. Results Health care providers, administrators and patients overwhelmingly supported the use of the calculators to help set realistic expectations for surgical outcomes. Some clinicians had questions about the validity and applicability of the calculators in their patient population. A consensus was that the calculators needed seamless integration into clinical workflows, but there was little agreement on best methods for selecting which patients to complete the calculators, timing, and mode of completion. Many interviewees expressed concerns that calculator results could influence payers, or expose risk of liability. Few patients expressed concerns over additional survey burden if they understood that the information would directly inform their care. Conclusions Interviewees had a largely positive opinion of the calculators, believing they could aid in discussions about expectations for pain and functional recovery after spine surgery. No single implementation strategy is likely to be successful, and strategies vary, even within the same healthcare system. Patients should be well-informed of how responses will be used to deliver better care, and concerns over how the calculators could impact payment and liability should be addressed prior to use. Future research is necessary to determine whether use of calculators improves management and outcomes for people seeking a surgical consult for spine pain.
    Materialart: Online-Ressource
    ISSN: 1472-6947
    Sprache: Englisch
    Verlag: Springer Science and Business Media LLC
    Publikationsdatum: 2023
    ZDB Id: 2046490-3
    Standort Signatur Einschränkungen Verfügbarkeit
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  • 2
    Online-Ressource
    Online-Ressource
    International Journal of Spine Surgery ; 2023
    In:  International Journal of Spine Surgery Vol. 17, No. 2 ( 2023-04), p. 241-249
    In: International Journal of Spine Surgery, International Journal of Spine Surgery, Vol. 17, No. 2 ( 2023-04), p. 241-249
    Materialart: Online-Ressource
    ISSN: 2211-4599
    Sprache: Englisch
    Verlag: International Journal of Spine Surgery
    Publikationsdatum: 2023
    ZDB Id: 2660509-0
    Standort Signatur Einschränkungen Verfügbarkeit
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  • 3
    Online-Ressource
    Online-Ressource
    Ovid Technologies (Wolters Kluwer Health) ; 2023
    In:  Journal of the American Academy of Orthopaedic Surgeons Vol. 31, No. 3 ( 2023-02-1), p. e173-e174
    In: Journal of the American Academy of Orthopaedic Surgeons, Ovid Technologies (Wolters Kluwer Health), Vol. 31, No. 3 ( 2023-02-1), p. e173-e174
    Materialart: Online-Ressource
    ISSN: 1067-151X , 1940-5480
    Sprache: Englisch
    Verlag: Ovid Technologies (Wolters Kluwer Health)
    Publikationsdatum: 2023
    Standort Signatur Einschränkungen Verfügbarkeit
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  • 4
    Online-Ressource
    Online-Ressource
    Ovid Technologies (Wolters Kluwer Health) ; 2018
    In:  Current Orthopaedic Practice Vol. 29, No. 3 ( 2018-05), p. 209-213
    In: Current Orthopaedic Practice, Ovid Technologies (Wolters Kluwer Health), Vol. 29, No. 3 ( 2018-05), p. 209-213
    Kurzfassung: A 2006 study from our institution found a 10-fold increase in pediatric community-acquired methicillin-resistant Staphylococcus aureus (CA-MRSA) osteoarticular infections over a 5-year period and found that these patients had a higher complication rate and required more surgical debridements than those with methicillin-sensitive Staphylococcus aureus (MSSA) infections. Clinical experience since that time has suggested that these trends may have continued. Our investigation sought to evaluate the evolving nature of these infections since the previous publication. Methods: The records of all patients treated at our institution for acute hematogenous septic arthritis and osteomyelitis between January 2005 and December 2011 were reviewed for demographic, diagnostic, clinical, and radiographic data. Results: Of the 240 patients who met the inclusion criteria, 100 were diagnosed with CA-MRSA infections, 51 had MSSA infections, and 75 had no identifiable pathogen. Group A streptococcus (GAS), group B streptococcus (GBS), Streptococcus pneumoniae , and Salmonella were together responsible for 14 infections. The overall infection incidence was 4.29 cases per 1000 hospital admissions. The mean age of CA-MRSA patients was 6.4 yr, compared to 8.9 yr for MSSA patients ( P =0.002). There was no significant difference in admission laboratory values, surgical procedures, or long-term complications for CA-MRSA and MSSA infections. Subperiosteal abscess was evident in 51% and 45% of CA-MRSA and MSSA patients, respectively. Surgical intervention was required in 87% of CA-MRSA patients and 84% of MSSA patients. Deep vein thrombosis was identified in 12 CA-MRSA patients, five of whom subsequently developed septic pulmonary emboli. Eight CA-MRSA patients developed chronic osteomyelitis, as did one MSSA patient. Intramuscular abscesses were seen in nine CA-MRSA patients and four MSSA patients. Empiric antibiotic therapy consisted primarily of clindamycin or vancomycin and was tailored according to microbial sensitivities. Conclusions: Contrary to trends identified in an earlier publication, the annual frequency of CA-MRSA infections has stabilized at roughly 40% of all cases. Our data suggest that MSSA infections have become more virulent because these patients now have similar rates of complications and operative interventions to patients with CA-MRSA infections. Level of Evidence: Prognostic level II study (retrospective).
    Materialart: Online-Ressource
    ISSN: 1941-7551 , 1940-7041
    Sprache: Englisch
    Verlag: Ovid Technologies (Wolters Kluwer Health)
    Publikationsdatum: 2018
    Standort Signatur Einschränkungen Verfügbarkeit
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  • 5
    Online-Ressource
    Online-Ressource
    Ovid Technologies (Wolters Kluwer Health) ; 2022
    In:  Spine Vol. 47, No. 20 ( 2022-10-15), p. 1410-1417
    In: Spine, Ovid Technologies (Wolters Kluwer Health), Vol. 47, No. 20 ( 2022-10-15), p. 1410-1417
    Kurzfassung: This is a retrospective review of prospectively collected data. Objective. The aim was to evaluate the impact of frailty and sarcopenia on outcomes after lumbar spine surgery. Summary of Background Data. Elderly patients are commonly diagnosed with degenerative spine disease requiring surgical intervention. Frailty and sarcopenia result from age-related decline in physiological reserve and can be associated with complications after elective spine surgery. Little is known about the impact of these factors on patient-reported outcomes (PROs). Methods. Patients older than 70 years of age undergoing elective lumbar spine surgery were included. The modified 5-item frailty index (mFI-5) was calculated. Sarcopenia was defined using total psoas index, which is obtained by dividing the mid L3 total psoas area by VB area (L3-TPA/VB). PROs included Oswestry disability index (ODI), EuroQual-5D (EQ-5D), numeric rating scale (NRS)-back pain, NRS leg pain (LP), and North American Spine Society (NASS) at postoperative 12 months. Clinical outcomes included length of stay (LOS), 90-day readmission and complications. Univariate and multivariable regression analyses were performed. Results. Total 448 patients were included. The mean mFI-5 index was 1.6±1.0 and mean total psoas index was 1.7±0.5. There was a significant improvement in all PROs from baseline to 12 months ( P 〈 0.0001). After adjusting for age, body mass index, smoking status, levels fused, and baseline PROs, higher mFI-5 index was associated with higher 12-month ODI ( P 〈 0.001), lower 12-month EQ-5D ( P =0.001), higher NRS-L P ( P =0.039), and longer LOS ( P =0.007). Sarcopenia was not associated with 12-month PROs or LOS. Neither sarcopenia or mFI-5 were associated with 90-day complication and readmission. Conclusions. Elderly patients demonstrate significant improvement in PROs after elective lumbar spine surgery. Frailty was associated with worse 12 months postoperative ODI, EQ-5D, NRS-LP scores, and longer hospital stay. While patients with sarcopenia can expect similar outcomes compared with those without, the mFI-5 should be considered preoperatively in counseling patients regarding expectations for disability, health-related quality of life, and leg pain outcomes after elective lumbar spine surgery. Level of Evidence. 3.
    Materialart: Online-Ressource
    ISSN: 0362-2436
    Sprache: Englisch
    Verlag: Ovid Technologies (Wolters Kluwer Health)
    Publikationsdatum: 2022
    ZDB Id: 2002195-1
    Standort Signatur Einschränkungen Verfügbarkeit
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  • 6
    In: Spine, Ovid Technologies (Wolters Kluwer Health), Vol. 48, No. 9 ( 2023-05-1), p. 653-663
    Kurzfassung: Retrospective case-control study. Objective. In a cohort of patients undergoing metastatic spine surgery, we sought to: (1) identify risk factors associated with unplanned readmission, and (2) determine the impact of an unplanned readmission on long-term outcomes. Summary of Background Data. Factors affecting readmission after metastatic spine surgery remain relatively unexplored. Materials and Methods. A single-center, retrospective, case-control study was undertaken of patients undergoing spine surgery for extradural metastatic disease between 02/2010 and 01/2021. The primary outcome was 3-month unplanned readmission. Preoperative, perioperative, and tumor-specific variables were collected. Multivariable Cox regression was performed, controlling for tumor size, other organ metastasis, and preoperative/postoperative radiotherapy/chemotherapy. Results. A total of 357 patients underwent surgery for spinal metastases with a mean follow-up of 538.7±648.6 days. Unplanned readmission within 3 months of surgery occurred in 64/357 (21.9%) patients, 37 (57.8%) were medical, 27 (42.2%) surgical, and 21 (77.7%) were related to their spine surgery. No significant differences were found regarding demographics and preoperative variables, except for insurance, where most readmitted patients had private insurance compared with nonreadmitted patients ( P =0.021). No significant difference was found in preoperative radiotherapy/chemotherapy. Regarding perioperative exposure variables, readmitted patients had a higher rate of postoperative complications (68.8% vs. 24.2%, P 〈 0.001) and worse postoperative Karnofsky Performance Score ( P =0.021) and Modified McCormick Scale ( P =0.015) at the time of first follow-up. On multivariate logistic regression, postoperative complications were associated with increased readmissions (odds ratio=1.38, 95% CI=1.25–1.52, P 〈 0.001). Regarding the impact of unplanned readmission on long-term tumor control, unplanned readmission was associated with shorter time to local recurrence (log-rank; P =0.029) and reduced overall survival (OS) (log-rank; P 〈 0.001). On multivariate Cox regression, other organ metastasis [hazard ratio (HR)=1.48, 95% CI=1.13–1.93, P =0.004] and 3-month readmission (HR=1.75, 95% CI=1.28–2.39, P 〈 0.001) were associated with worsened OS, with no impact on LR. Postoperative chemotherapy was significantly associated with longer OS (HR=0.59, 95% CI=0.45–0.77, P 〈 0.001). Conclusions. Postoperative complications were associated with unplanned readmission following metastatic spine surgery. Furthermore, 3-month unplanned readmission was associated with a shorter time to local recurrence and decreased OS. These results help surgeons understand the drivers of readmissions and the impact of readmissions on patient outcomes. Level of Evidence. 3.
    Materialart: Online-Ressource
    ISSN: 0362-2436
    Sprache: Englisch
    Verlag: Ovid Technologies (Wolters Kluwer Health)
    Publikationsdatum: 2023
    ZDB Id: 2002195-1
    Standort Signatur Einschränkungen Verfügbarkeit
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  • 7
    In: Spine, Ovid Technologies (Wolters Kluwer Health)
    Kurzfassung: Retrospective cohort Objective: In a cohort of patients undergoing adult spinal deformity (ASD) surgery, we used artificial intelligence to compare three models of preoperatively predicting radiographic proximal junction kyphosis (PJK) using: 1) traditional demographics and radiographic measurements, 2) raw preoperative scoliosis radiographs, and 3) raw preoperative thoracic magnetic resonance imaging (MRI). Summary of Background Data: Despite many proposed risk factors, PJK following ASD surgery remains difficult to predict. Methods: A single-institution, retrospective cohort study was undertaken for patients undergoing ASD surgery from 2009-21. PJK was defined as a sagittal Cobb angle of upper-instrumented vertebra (UIV) and UIV+2 〉 10° and a postoperative change in UIV/UIV+2 〉 10°. For Model-1, a support vector machine was used to predict PJK within 2 years postoperatively using clinical and traditional sagittal/coronal radiographic variables and intended levels of instrumentation. Next, for Model-2, a convolutional neural network (CNN) was trained on raw preoperative lateral and posterior-anterior scoliosis radiographs. Finally, for Model-3, a CNN was trained on raw preoperative thoracic T1 MRIs. Results: A total of 191 patients underwent ASD surgery with at least 2-year follow-up and 89 (46.6%) developed radiographic PJK within 2 years. Model-1: Using clinical variables and traditional radiographic measurements, the model achieved a sensitivity:57.2% and specificity:56.3%. Model-2 : a CNN with raw scoliosis x-rays predicted PJK with sensitivity: 68.2% and specificity: 58.3%. Model-3: a CNN with raw thoracic MRIs predicted PJK with average sensitivity: 73.1% and specificity: 79.5%. Finally, an attention map outlined the imaging features used by Model-3 elucidated that soft tissue features predominated all true positive PJK predictions. Conclusion: The use of raw MRIs in an artificial intelligence model improved the accuracy of PJK prediction compared to raw scoliosis radiographs and traditional clinical/radiographic measurements. The improved predictive accuracy using MRI may indicate that PJK is best predicted by soft-tissue degeneration and muscle atrophy.
    Materialart: Online-Ressource
    ISSN: 0362-2436
    Sprache: Englisch
    Verlag: Ovid Technologies (Wolters Kluwer Health)
    Publikationsdatum: 2023
    ZDB Id: 2002195-1
    Standort Signatur Einschränkungen Verfügbarkeit
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  • 8
    In: Spine, Ovid Technologies (Wolters Kluwer Health), Vol. 45, No. 4 ( 2020-02-15), p. 217-225
    Materialart: Online-Ressource
    ISSN: 0362-2436 , 1528-1159
    Sprache: Englisch
    Verlag: Ovid Technologies (Wolters Kluwer Health)
    Publikationsdatum: 2020
    ZDB Id: 2002195-1
    Standort Signatur Einschränkungen Verfügbarkeit
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  • 9
    In: Spine, Ovid Technologies (Wolters Kluwer Health), Vol. Publish Ahead of Print ( 2023-06-19)
    Materialart: Online-Ressource
    ISSN: 0362-2436
    Sprache: Englisch
    Verlag: Ovid Technologies (Wolters Kluwer Health)
    Publikationsdatum: 2023
    ZDB Id: 2002195-1
    Standort Signatur Einschränkungen Verfügbarkeit
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  • 10
    In: Neurosurgery, Ovid Technologies (Wolters Kluwer Health), Vol. 93, No. 1 ( 2023-07), p. 186-197
    Materialart: Online-Ressource
    ISSN: 0148-396X , 1524-4040
    RVK:
    Sprache: Englisch
    Verlag: Ovid Technologies (Wolters Kluwer Health)
    Publikationsdatum: 2023
    ZDB Id: 1491894-8
    Standort Signatur Einschränkungen Verfügbarkeit
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