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Longitudinal Radiographical Changes Following Minimally Invasive Ablation and Cementoplasty of Osteolytic Vertebral Metastases: A Retrospective Study. 骨溶解性椎体转移瘤微创消融和骨水泥成形术后的纵向影像学变化:回顾性研究。
IF 1.6 4区 医学
Hss Journal Pub Date : 2025-06-26 DOI: 10.1177/15563316251346485
Will Jiang, Sangmin Lee, Donghao Gan, Igor Latich
{"title":"Longitudinal Radiographical Changes Following Minimally Invasive Ablation and Cementoplasty of Osteolytic Vertebral Metastases: A Retrospective Study.","authors":"Will Jiang, Sangmin Lee, Donghao Gan, Igor Latich","doi":"10.1177/15563316251346485","DOIUrl":"https://doi.org/10.1177/15563316251346485","url":null,"abstract":"<p><p><i>Background:</i> For orthopedic oncology patients who are poor candidates for open spine surgery, minimally invasive radiofrequency ablation and cementoplasty (RFA/C) is becoming increasingly popular for managing osteolytic vertebral metastases. <i>Purpose:</i> We sought to characterize long-term changes in vertebral body radiographical parameters and potential risk of adjacent fractures occurring. <i>Methods:</i> A single-institution, retrospective study of all patients receiving RFA/C for osteolytic thoracic or lumbar vertebral body metastases from 2017 to 2023 was conducted. Vertebral body integrity was assessed by column height changes (anterior, middle, and posterior 1/3), local vertebral angle, and indirect bone mass assessment (at 3, 6, 12, and 24 months postoperatively). The latter was assessed via Hounsfield unit (HU) changes on axial computed tomography. Adjacent vertebral fractures were defined as within 3 vertebral levels above or below index site. Treatment history including radiation therapy was tracked. <i>Results:</i> A total of 54 vertebral levels (26 patients; mean age 59.8 ± 19.0 years; 18 females) were included (mean follow-up 15.8 ± 13.8 months). HU (bone mass proxy) stabilized after RFA/C. Except for middle column height increasing at 3 months, no column height or local angle deformity changes were detected. Adjacent fracture occurred in 4 patients (15.4%); all 4 demonstrated systemic cancer progression. <i>Conclusions:</i> Our findings suggest that RFA/C may provide effective long-term stabilization of the index site that is maintained for at least 1 year postoperatively. All patients who experienced an adjacent fracture occurrence demonstrated radiographic evidence of cancer progression surrounding the treatment sites that appeared unrelated to the procedure itself.</p>","PeriodicalId":35357,"journal":{"name":"Hss Journal","volume":" ","pages":"15563316251346485"},"PeriodicalIF":1.6,"publicationDate":"2025-06-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12204986/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144529985","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Eczema Is Not Associated with an Increased Risk of Postoperative Infection Following Arthroscopic Knee Surgeries: A Retrospective Matched Case-Control Study. 关节镜下膝关节手术后湿疹与术后感染风险增加无关:一项回顾性匹配病例对照研究
IF 1.6 4区 医学
Hss Journal Pub Date : 2025-06-26 DOI: 10.1177/15563316251347295
Olivia C Tracey, Ruth H Jones, Akshitha Adhiyaman, Emilie Lijesen, Daniel W Green, Moira M McCarthy, Andy O Miller, Peter D Fabricant
{"title":"Eczema Is Not Associated with an Increased Risk of Postoperative Infection Following Arthroscopic Knee Surgeries: A Retrospective Matched Case-Control Study.","authors":"Olivia C Tracey, Ruth H Jones, Akshitha Adhiyaman, Emilie Lijesen, Daniel W Green, Moira M McCarthy, Andy O Miller, Peter D Fabricant","doi":"10.1177/15563316251347295","DOIUrl":"https://doi.org/10.1177/15563316251347295","url":null,"abstract":"<p><p><i>Background:</i> Prior studies have suggested a possible association between eczema and postoperative surgical site infections (SSI) following anterior cruciate ligament reconstruction (ACL-R), presumably due to higher rates of staphylococcal colonization in patients with eczema. <i>Purpose:</i>We sought to determine if patients with a history of eczema are at an increased risk for postoperative SSI following ACL-R, medial patellofemoral ligament reconstruction (MPFL-R), and/or knee arthroscopy. <i>Methods:</i>We conducted a retrospective matched case-control study of patients aged 5 to 25 years who underwent ACL-R, MPFL-R, and/or knee arthroscopy from February 1, 2016 to February 8, 2023 at a single tertiary care facility. Cases of postoperative infection were identified as those requiring surgical irrigation and debridement (I&D) and/or postoperative oral antibiotics or had a documented visit for postoperative infection with an infectious disease specialist within 6 months of the indexed procedure. Cases and controls were matched 1:2 based on sex, age ±1 year, body mass index ±1 kg/m<sup>2</sup>, and primary Current Procedural Terminology code. Preoperative diagnosis of eczema and postoperative diagnosis of infection were compared between cases and controls. <i>Results:</i>Three hundred patients were analyzed (mean age 18.2 ± 3.8 years); 4% of both cases and controls had a history of eczema. Patients with postoperative SSI did not have greater odds of having an eczema diagnosis preoperatively compared to matched controls. Overall, 32% of cases required an I&D procedure; these patients did not have greater odds of having an eczema diagnosis preoperatively compared to matched controls. <i>Conclusion:</i>This retrospective matched case-control study suggests that a prior or current diagnosis of eczema is not associated with SSI following ACL-R, MPFL-R, or knee arthroscopy in patients aged 5 to 25 years. <b>Level of Evidence:</b> Level III: Case-Control Study.</p>","PeriodicalId":35357,"journal":{"name":"Hss Journal","volume":" ","pages":"15563316251347295"},"PeriodicalIF":1.6,"publicationDate":"2025-06-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12204983/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144529984","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Uniportal Endoscopic Microdiscectomy Is an Effective Treatment Option for Far-Lateral Lumbar Disk Herniations. 单门静脉内窥镜显微椎间盘切除术是治疗远外侧腰椎间盘突出症的有效选择。
IF 1.6 4区 医学
Hss Journal Pub Date : 2025-06-19 DOI: 10.1177/15563316251346443
Austin C Kaidi, Joshua Zhang, Tejas Subramanian, Chad Simon, Eric Mai, Adin Ehrlich, Prerana Katiyar, Gregory Kazarian, Patawut Bovonratwet, Evan Sheha, James Dowdell, Sheeraz A Qureshi, Sravisht Iyer
{"title":"Uniportal Endoscopic Microdiscectomy Is an Effective Treatment Option for Far-Lateral Lumbar Disk Herniations.","authors":"Austin C Kaidi, Joshua Zhang, Tejas Subramanian, Chad Simon, Eric Mai, Adin Ehrlich, Prerana Katiyar, Gregory Kazarian, Patawut Bovonratwet, Evan Sheha, James Dowdell, Sheeraz A Qureshi, Sravisht Iyer","doi":"10.1177/15563316251346443","DOIUrl":"10.1177/15563316251346443","url":null,"abstract":"<p><p><i>Background:</i> Far-lateral lumbar disk herniation (FLLDH) poses a surgical challenge given the difficulty in visualizing the pathology with traditional techniques. Endoscopic microdiscectomy is a novel technique for the treatment of FLLDH with decreased soft tissue disruption. <i>Purposes</i>: We sought to compare the efficacy of tubular versus endoscopic microdiscectomy for FLLDH. <i>Methods</i>: A retrospective cohort study was performed that included patients undergoing uniportal endoscopic or tubular decompression for FLLDH over a 5-year period. The primary outcome was patient-reported outcome measures (PROMs). Secondary outcomes included operative time, intraoperative radiation, length of stay (LOS), and reoperation/complication rates. Comparisons between non-paired continuous variables were done with a 2-tailed independent sample <i>t-</i>test. Categorical variables were compared with a χ<sup>2</sup> or a Fisher exact test. Significance was assumed at <i>P</i> < .05. <i>Results</i>: We identified 135 patients, 64 having undergone endoscopic and 71 tubular microdiscectomy. There were no differences in operative times (67.7 vs 68.2 minutes) or LOS (945.5 vs 911.1 minutes). Endoscopic microdiscectomy was associated with increased total fluoroscopy time (105.92 vs 34.66 seconds) and intraoperative radiation dose (33.68 vs 19.12 mGy). Postoperatively, both groups had statistically significant improvements in all PROMs at early and late follow-up. There was no difference in the magnitude of improvement or the rate of postoperative complications/reoperations between the groups. <i>Conclusion</i>: This retrospective review found that endoscopic microdiscectomy and tubular decompression were effective techniques for the treatment of FLLDH, showing significant improvement in postoperative PROMs and no differences in postoperative complications. However, endoscopic microdiscectomy is associated with increased intraoperative radiation exposure.</p>","PeriodicalId":35357,"journal":{"name":"Hss Journal","volume":" ","pages":"15563316251346443"},"PeriodicalIF":1.6,"publicationDate":"2025-06-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12179109/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144477127","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Outcomes of Transfemoral Osseointegration for Patients With Prior Amputation to Manage Infected Total Knee Arthroplasty. 经股骨骨整合治疗先前截肢患者感染全膝关节置换术的结果。
IF 1.6 4区 医学
Hss Journal Pub Date : 2025-06-17 DOI: 10.1177/15563316251343034
Tyler D DeSena, LaYow C Yu, S Robert Rozbruch, Taylor J Reif, Jidapa Wongcharoenwatana, Jason S Hoellwarth
{"title":"Outcomes of Transfemoral Osseointegration for Patients With Prior Amputation to Manage Infected Total Knee Arthroplasty.","authors":"Tyler D DeSena, LaYow C Yu, S Robert Rozbruch, Taylor J Reif, Jidapa Wongcharoenwatana, Jason S Hoellwarth","doi":"10.1177/15563316251343034","DOIUrl":"10.1177/15563316251343034","url":null,"abstract":"<p><p><i>Background:</i> Management of total knee arthroplasty (TKA) periprosthetic joint infection (PJI) can prompt knee fusion or transfemoral amputation, both associated with poor mobility. The titanium transcutaneous osseointegrated nail (TiTON) provides superior mobility versus traditional socket prostheses but has been minimally studied for amputees with prior TKA PJI. <i>Purpose</i>: This study investigated the complications and mobility experience of 9 transfemoral osseointegration patients whose initial amputation was for TKA PJI management. <i>Methods</i>: A retrospective review of a prospectively maintained registry was conducted of 9 patients whose unilateral transfemoral osseointegration was performed following TKA PJI. Complications associated with the implantation of the titanium implant were noted, specifically antibiotic prescription or any additional surgery. K-level mobility performance before and after osseointegration was also compared. <i>Results</i>: Three patients (33.3%) had management for an infectious concern: 2 had a 10-day course of oral doxycycline for periportal drainage, and 1 had operative debridement with implant retention. No other complications (periprosthetic fracture, implant removal, and additional amputation) occurred. Eight patients (88.9%) improved their K-level, while 1 remained at K3. None declined. All achieved at least K2. Three patients were wheelchair-bound (K0) before osseointegration and achieved K3 or better. <i>Conclusions</i>: While infection may occur in patients who have TiTON following TKA PJI, our findings suggest that it does not seem inevitable, severe, or likely to further disable the patient. We noted meaningful mobility improvement that was common and lasting. Although our sample was small, we suggest that TiTON seems safe and reasonable to offer to patients seeking improved mobility and quality of life after amputation for TKA PJI management. Further study is warranted.</p>","PeriodicalId":35357,"journal":{"name":"Hss Journal","volume":" ","pages":"15563316251343034"},"PeriodicalIF":1.6,"publicationDate":"2025-06-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12176782/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144477126","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Integrating Artificial Intelligence and Virtual Reality in Orthopedic Surgery: A Comprehensive Review. 人工智能与虚拟现实技术在骨科手术中的应用综述
IF 1.6 4区 医学
Hss Journal Pub Date : 2025-06-17 DOI: 10.1177/15563316251345479
Robert Koucheki, Johnathan R Lex, Michael Brock, Danny P Goel
{"title":"Integrating Artificial Intelligence and Virtual Reality in Orthopedic Surgery: A Comprehensive Review.","authors":"Robert Koucheki, Johnathan R Lex, Michael Brock, Danny P Goel","doi":"10.1177/15563316251345479","DOIUrl":"10.1177/15563316251345479","url":null,"abstract":"<p><p>Artificial intelligence (AI) and virtual reality (VR) are being used in orthopedic surgery, with goals of enhancing surgical precision, trainee education, patient engagement, and personalized surgical strategies. AI-based predictive modeling, automated computer vision and image analytics, and robotic surgery are changing orthopedic preoperative planning and intraoperative decision-making, with the ultimate aim of improving postoperative outcomes through reduced variability in surgery. VR technologies are being used in orthopedic surgical simulations to provide safe environments for skill development in surgical trainees, helping them practice complex procedures before performing live surgeries. VR platforms are also being studied in-patient rehabilitation, focusing on interactive and gamified approaches that could enhance patients' adherence, recovery, and outcomes. Major pitfalls and challenges that need to be addressed include technical and logistical barriers, ethical concerns surrounding patient data privacy, and resistance to change among surgeons, trainees, and scientists. Improved infrastructure, standardized protocols, and further research to validate the long-term benefits will be imperative for the integration of AI and VR technologies into clinical and surgical workflows.</p>","PeriodicalId":35357,"journal":{"name":"Hss Journal","volume":" ","pages":"15563316251345479"},"PeriodicalIF":1.6,"publicationDate":"2025-06-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12176799/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144477125","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The Impact of AI on the Development of Multimodal Wearable Devices in Musculoskeletal Medicine. 人工智能对肌肉骨骼医学中多模态可穿戴设备发展的影响。
IF 1.6 4区 医学
Hss Journal Pub Date : 2025-06-11 DOI: 10.1177/15563316251344945
Gage Olson, Isabel Hansmann-Canas, Zahra Karimi, Amirhossein Yazdkhasti, Ghazal Shabestanipour, Hamid Ghaednia, Joseph H Schwab
{"title":"The Impact of AI on the Development of Multimodal Wearable Devices in Musculoskeletal Medicine.","authors":"Gage Olson, Isabel Hansmann-Canas, Zahra Karimi, Amirhossein Yazdkhasti, Ghazal Shabestanipour, Hamid Ghaednia, Joseph H Schwab","doi":"10.1177/15563316251344945","DOIUrl":"10.1177/15563316251344945","url":null,"abstract":"<p><p>As wearables are becoming an increasingly important part of wellness and everyday life for many people, their potential in healthcare is also expanding, particularly in personalized and remote healthcare. However, many wearables lack sophistication, relying on simple sensors such as accelerometers and pulse meters to measure heart rate, body composition, and daily activity. Such basic metrics are insufficient for musculoskeletal disease diagnosis, which requires more detailed, multimodal neuromusculoskeletal monitoring. A major challenge in wearables development is the need for precise electromechanical signal measurements, which are difficult to obtain with low-cost systems. Artificial intelligence (AI) holds promise in addressing these analytical challenges and enabling the creation of affordable, sophisticated wearables. While AI has been used for decades in engineering, its clinical application is still emerging, creating an opportunity for the development of AI-enhanced wearables capable of clinical diagnosis. AI can enhance data generated by various sensor types in wearable devices (such as accelerometers, electrical, optical, and acoustic sensors), enabling clinicians to monitor and diagnose complex conditions that require multiple sensing modalities. This review explores current wearable technologies, ongoing research in AI-enhanced wearables, the potential for AI to advance wearable technologies in healthcare, and the future directions in the development of multimodal wearables.</p>","PeriodicalId":35357,"journal":{"name":"Hss Journal","volume":" ","pages":"15563316251344945"},"PeriodicalIF":1.6,"publicationDate":"2025-06-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12158963/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144303104","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Robotic-Assisted Arthroscopy Promises Enhanced Procedural Efficiency, Visualization, and Control but Must Overcome Barriers to Adoption. 机器人辅助关节镜有望提高手术效率,可视化和控制,但必须克服采用的障碍。
IF 1.6 4区 医学
Hss Journal Pub Date : 2025-05-30 DOI: 10.1177/15563316251340983
Kyle N Kunze, David Ferguson, Ayoosh Pareek, Nicholas Colyvas
{"title":"Robotic-Assisted Arthroscopy Promises Enhanced Procedural Efficiency, Visualization, and Control but Must Overcome Barriers to Adoption.","authors":"Kyle N Kunze, David Ferguson, Ayoosh Pareek, Nicholas Colyvas","doi":"10.1177/15563316251340983","DOIUrl":"10.1177/15563316251340983","url":null,"abstract":"<p><p>Robotic-assisted surgery is now well-established in spine surgery and total joint arthroplasty, but its application to arthroscopy has only recently emerged in the context of advances in artificial intelligence (AI) and robotic technology. This new application addresses limitations of conventional arthroscopy, including constrained depth perception, variation in technique or anatomy leading to inaccuracies, manual fluid management adjustments, and limitations in dexterity due to the requirement that one hand is occupied by the arthroscope. Early preclinical and cadaveric studies demonstrate submillimeter precision and improved anatomic accuracy in procedures such as anterior cruciate ligament reconstruction, but widespread clinical adoption remains limited by regulatory, economic, and training hurdles. This review article synthesizes the capabilities and applications of current robotic-assisted arthroscopy platforms, surveys the landscape of available technologies, and examines barriers to adoption, thereby looking ahead to the potential use of this technology in redefining arthroscopic surgery.</p>","PeriodicalId":35357,"journal":{"name":"Hss Journal","volume":" ","pages":"15563316251340983"},"PeriodicalIF":1.6,"publicationDate":"2025-05-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12126459/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144209702","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Bioethical Considerations of Deploying Artificial Intelligence in Clinical Orthopedic Settings: A Narrative Review. 在临床骨科设置中部署人工智能的生物伦理考虑:叙述性回顾。
IF 1.6 4区 医学
Hss Journal Pub Date : 2025-05-30 DOI: 10.1177/15563316251340303
Lulla V Kiwinda, Sophia D Kocher, Anna R Bryniarski, Christian A Pean
{"title":"Bioethical Considerations of Deploying Artificial Intelligence in Clinical Orthopedic Settings: A Narrative Review.","authors":"Lulla V Kiwinda, Sophia D Kocher, Anna R Bryniarski, Christian A Pean","doi":"10.1177/15563316251340303","DOIUrl":"10.1177/15563316251340303","url":null,"abstract":"<p><p>Artificial intelligence (AI) has emerged in orthopedics with the potential to improve diagnostic accuracy, optimize surgical workflows, and support personalized care. We conducted a narrative review exploring the bioethical considerations of AI use in the orthopedic clinical setting, focusing on 4 core principles-autonomy, beneficence, nonmaleficence, and justice-to provide orthopedists with a practical framework for AI's implementation. We utilized the Preferred Reporting Items for Systematic Reviews and Meta-Analyses framework to conduct a comprehensive PubMed search; 89 articles were evaluated and 23 met our inclusion criteria. Across these studies, bioethical considerations for the clinical implementation of AI tools consistently emerged, most commonly concerning privacy, bias, transparency, informed consent, and regulation. We offer recommendations for strengthening privacy safeguards, adopting bias mitigation strategies, improving transparency through explainable AI tools, and establishing clear regulatory frameworks with lifecycle evaluation.</p>","PeriodicalId":35357,"journal":{"name":"Hss Journal","volume":" ","pages":"15563316251340303"},"PeriodicalIF":1.6,"publicationDate":"2025-05-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12126464/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144209701","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Advancing Musculoskeletal Care Using AI and Digital Health Applications: A Review of Commercial Solutions. 利用人工智能和数字健康应用推进肌肉骨骼护理:商业解决方案综述。
IF 1.6 4区 医学
Hss Journal Pub Date : 2025-05-30 DOI: 10.1177/15563316251341321
Johannes Pawelczyk, Moritz Kraus, Sebastian Voigtlaender, Sebastian Siebenlist, Marco-Christopher Rupp
{"title":"Advancing Musculoskeletal Care Using AI and Digital Health Applications: A Review of Commercial Solutions.","authors":"Johannes Pawelczyk, Moritz Kraus, Sebastian Voigtlaender, Sebastian Siebenlist, Marco-Christopher Rupp","doi":"10.1177/15563316251341321","DOIUrl":"10.1177/15563316251341321","url":null,"abstract":"<p><p>Artificial intelligence (AI) and digital health (DH) solutions are reshaping musculoskeletal (MSK) care across diagnostics, treatment planning, workflow optimization, and administrative burden reduction. AI-enabled triage systems enhance patient flow efficiency, while automated scheduling, symptom checkers, and AI-powered virtual assistants streamline pre-visit interactions. In MSK radiographic diagnostics, AI augments imaging interpretation, enabling automated fracture detection, opportunistic screening, and quantitative imaging, improving diagnostic accuracy and standardization. Preoperative planning solutions facilitate implant templating, surgical navigation, and patient-specific instrumentation, reducing variability and enhancing surgical precision. Concurrently, digital scribes and AI-driven documentation tools alleviate administrative overhead, mitigating clinician burnout and enabling refocused patient engagement. Predictive analytics optimize treatment pathways by leveraging multimodal patient data for risk stratification and personalized decision support. However, algorithmic bias, model generalizability, regulatory hurdles, and legal ambiguities present substantial implementation barriers, necessitating rigorous validation, adaptive governance, and seamless clinical integration. The U.S. and EU regulatory landscapes diverge in their approaches to AI oversight, with the former favoring expedited market access and the latter imposing stringent compliance mandates under the EU AI Act. AI's integration into MSK care demands robust validation frameworks, standardized interoperability protocols, and dynamic regulatory pathways balancing safety and innovation. Emerging generalist foundation models, open-source large language models (LLMs), and specialized AI-driven medical applications herald a paradigm shift toward precision MSK care. These innovations will require prospective clinical validation to ensure patient benefit and mitigate risk. Addressing ethical considerations, ensuring equitable access, and fostering interdisciplinary collaboration remain paramount in translating AI's potential into tangible improvements in MSK healthcare delivery.</p>","PeriodicalId":35357,"journal":{"name":"Hss Journal","volume":" ","pages":"15563316251341321"},"PeriodicalIF":1.6,"publicationDate":"2025-05-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12126469/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144209700","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Large Language Models in Spine Surgery: A Promising Technology. 脊柱外科中的大型语言模型:一项有前途的技术。
IF 1.6 4区 医学
Hss Journal Pub Date : 2025-05-29 DOI: 10.1177/15563316251340696
Romil Shah, Joseph H Schwab
{"title":"Large Language Models in Spine Surgery: A Promising Technology.","authors":"Romil Shah, Joseph H Schwab","doi":"10.1177/15563316251340696","DOIUrl":"10.1177/15563316251340696","url":null,"abstract":"<p><p>Large language models (LLMs) offer potential applications across medical specialties; in spine surgery, opportunities exist to enhance patient care, streamline research, and improve clinical practice. This review explores the current and potential applications of LLMs in spine surgery, assessing their possibilities and limitations across patient education, research, clinical practice, and perioperative assistance.</p>","PeriodicalId":35357,"journal":{"name":"Hss Journal","volume":" ","pages":"15563316251340696"},"PeriodicalIF":1.6,"publicationDate":"2025-05-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12125007/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144200162","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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