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Evaluating the performance of the SORG machine learning algorithm for predicting discharge disposition in lumbar surgery patients 评估 SORG 机器学习算法在预测腰椎手术患者出院处置方面的性能
Q4 Medicine Pub Date : 2024-09-10 DOI: 10.1016/j.semss.2024.101132
Omar Salim , Mohamed S Draz , Emily R Bligh , Calan Mathieson

Purpose

Protracted admissions following lumbar surgeries are rising, often stemming from inefficient identification of patients requiring nonhome discharge for rehabilitation. The SORG Orthopaedic Research Group at Harvard Medical School have developed a machine learning algorithm for predicting discharge following lumbar surgery. This study assessed its predictive performance on an independent tertiary centre patient cohort.

Methods

Medical records were retrospectively reviewed for all elective adult lumbar disc degeneration or herniation surgeries performed between July 2017–2021 at a tertiary neurosurgical centre in the United Kingdom. Preoperative variables were collated and discharge destinations noted. Algorithm predictions were analysed using the concordance (c) statistic, Brier score and calibration plot. Positive and negative predictive values (PPV, NPV) were calculated, and a decision curve analysis (DCA) plotted.

Results

251 subjects were included (48.2 % female, mean age 55.3 years). 2.8 % underwent nonhome discharge. Most had surgery at 1/2 spinal levels (98.4 %) and were functionally independent (84.5 %). Algorithm predictions yielded a 0.88 c-statistic and 0.029 Brier score. The algorithm was miscalibrated to the data (calibration plot slope 1.31 and intercept -1.12). At a 0.25 threshold for nonroutine discharge risk, the PPV was 0.19 and NPV 0.98. DCA revealed limited clinical utility.

Conclusions

Algorithm predictive performance was mixed for this cohort, displaying strong discrimination but poor calibration and overestimation of nonroutine discharges. Differences in patient management practices and the low nonhome discharge rate may explain this. Larger validation studies across different healthcare systems, alongside geographically specific algorithm development, will improve predictive accuracy prior to clinical application.
目的腰椎手术后的延期入院人数不断增加,这通常是由于对需要非居家出院进行康复治疗的患者的识别效率低下造成的。哈佛大学医学院索尔格骨科研究小组开发了一种机器学习算法,用于预测腰椎手术后的出院情况。本研究在一个独立的三级中心患者队列中评估了该算法的预测性能。方法回顾性审查了英国一家三级神经外科中心在 2017 年 7 月至 2021 年期间进行的所有成人腰椎间盘变性或突出症择期手术的医疗记录。对术前变量进行了整理,并记录了出院目的地。使用一致性(c)统计量、布赖尔评分和校准图分析算法预测。计算了阳性和阴性预测值(PPV、NPV),并绘制了决策曲线分析图(DCA)。2.8%的患者接受了非居家出院治疗。大多数患者(98.4%)在1/2脊柱水平接受过手术,且功能独立(84.5%)。算法预测的 c 统计量为 0.88,布赖尔评分为 0.029。算法对数据的校准有误(校准图斜率为 1.31,截距为-1.12)。在非正常出院风险阈值为 0.25 时,PPV 为 0.19,NPV 为 0.98。DCA显示出的临床实用性有限。结论该队列的算法预测性能参差不齐,显示出较强的区分度,但校准较差,对非正常出院的估计过高。患者管理方法的差异和非家庭出院率较低可能是造成这种情况的原因。在临床应用之前,对不同的医疗系统进行更大规模的验证研究,同时开发特定地域的算法,将提高预测的准确性。
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引用次数: 0
Implications of artificial intelligence 人工智能的影响
Q4 Medicine Pub Date : 2024-09-01 DOI: 10.1016/j.semss.2024.101122
Michael W. Fields, Nathan J. Lee, Ronald A. Lehman

The artificial intelligence (AI) revolution is underway. AI has become omnipresent in medicine, and its broad capabilities have permitted significant developments in many subspecialties including spine surgery. With AI, spine surgeons have been able to perform advanced computational analytics on vast amounts of data, allowing for solutions in each step of patient care from preoperative evaluation and planning, intraoperative execution, and postoperative evaluation. The tremendous potential of AI in medicine is clear and exciting. However, as the utility of AI in clinical practice expands, the medicolegal implications of this technology are poorly understood. In this chapter, we explore the existing technology, ethical considerations, legal challenges, and risk management strategies as it relates to AI in the field of spine surgery.

人工智能(AI)革命正在进行中。人工智能在医学领域无处不在,其广泛的功能使包括脊柱外科在内的许多亚专科取得了重大发展。有了人工智能,脊柱外科医生就能对大量数据进行高级计算分析,从而为从术前评估和规划、术中执行到术后评估的每一步病人护理提供解决方案。人工智能在医学领域的巨大潜力显而易见,令人振奋。然而,随着人工智能在临床实践中的应用不断扩大,人们对这项技术的医学法律影响却知之甚少。在本章中,我们将探讨脊柱外科领域与人工智能相关的现有技术、伦理考虑因素、法律挑战和风险管理策略。
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引用次数: 0
Implications of telemedicine 远程医疗的影响
Q4 Medicine Pub Date : 2024-09-01 DOI: 10.1016/j.semss.2024.101121
Joshua M. Eisenberg , John M. Rhee

This article explores the transformative impact of telemedicine on spine surgery, tracing its evolution from historic roots to its expansion during the COVID-19 pandemic. The widespread adoption of telemedicine is discussed, highlighting some of its benefits such as increased patient accessibility and satisfaction. Despite its advantages, telemedicine introduces complex legal considerations, specifically concerning licensure, malpractice and data security. The article examines the challenges spine surgeons face when practicing telemedicine across state borders, the nuances of malpractice liability in virtual settings, and the importance of maintaining high standards of care. It also highlights the importance of adhering to HIPAA regulations, ensuring secure data transmission, and navigating reimbursement complexities. This article should serve as a thorough guide for spine surgeons navigating the evolving telemedicine landscape, balancing innovation with patient safety and legal accountability.

本文探讨了远程医疗对脊柱外科的变革性影响,追溯了远程医疗从历史根源到 COVID-19 大流行期间扩展的演变过程。文章讨论了远程医疗的广泛应用,强调了远程医疗的一些优势,如提高了患者的可及性和满意度。尽管远程医疗具有诸多优势,但它也带来了复杂的法律问题,特别是在执照、渎职和数据安全方面。文章探讨了脊柱外科医生在跨州开展远程医疗时面临的挑战、虚拟环境中医疗事故责任的细微差别以及保持高标准医疗的重要性。文章还强调了遵守 HIPAA 法规、确保数据传输安全以及应对复杂的报销问题的重要性。这篇文章应该成为脊柱外科医生在不断发展的远程医疗环境中,平衡创新与患者安全和法律责任的全面指南。
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引用次数: 0
Contributors to authors 作者投稿
Q4 Medicine Pub Date : 2024-09-01 DOI: 10.1053/S1040-7383(24)00052-2
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引用次数: 0
Defining the process of malpractice claims and indemnity payments 界定渎职索赔和赔偿金支付程序
Q4 Medicine Pub Date : 2024-09-01 DOI: 10.1016/j.semss.2024.101118
Gregory S. Kazarian, Todd Albert

Medical malpractice is defined as an omission or act that deviates significantly from the norms of medical practice and leads to harm or injury to the patient. The key legal elements of medical malpractice are 1) the presence of a patient-doctor relationship, 2) failure to meet a standard-of-care, 3) evidence of injury relating directly from sub-standard care, and 4) harm relating to that injury. If a patient feels as though they have been a victim of a medical error, the first step in the process of beginning a claim is that the patient/plaintiff will consult with an attorney who specializes in malpractice. If the case is determined to be valid, a suit can be filed to initiate a pre-discovery and deposition process. During the discovery process, information is gathered through interrogatories, requests for disclosure, requests for production, requests for admission, expert reports, and depositions. The pre-trial process generally culminates in a deposition. This step involves a formal proceeding whereby the physician provides a recorded testimony under oath, which may be used in the future if the suit is brought to court. Following this process, suits can be dropped, settled, or end in the pursuit of a trial. When a defendant is found liable in a medical malpractice case, the plaintiff is entitled to indemnity payments in proportion to the harm and damages associated with the malpractice case. Indemnity payments are expected to cover various damages, including economic, non-economic, and less often punitive damages. Economic damages include tangible medical costs, like medical bills, future medical care, lost wages, and future lost wages associated with the injury or disability resulting from the malpractice event.

医疗事故被定义为严重偏离医疗实践规范并导致患者受到伤害的不作为或行为。医疗事故的关键法律要素是:1)存在医患关系;2)未达到护理标准;3)有证据表明与低于标准的护理直接相关的伤害;4)与该伤害相关的损害。如果患者认为自己是医疗失误的受害者,开始索赔程序的第一步就是患者/原告向专门从事医疗失误的律师咨询。如果确定案件成立,就可以提起诉讼,启动预取证和取证程序。在取证过程中,将通过询问、披露请求、生产请求、承认请求、专家报告和取证来收集信息。审前程序一般以取证达到高潮。这一步骤涉及一个正式程序,医生在宣誓后提供录音证词,如果将来诉讼被提交法院,这些证词可能会被使用。在这一过程之后,诉讼可能会被撤销、和解,也可能会以审判告终。当被告在医疗事故案件中被认定负有责任时,原告有权按照与医疗事故案件相关的伤害和损失比例获得赔偿金。赔偿金可用于支付各种损害赔偿,包括经济损失、非经济损失和较少见的惩罚性损失。经济损失包括有形的医疗费用,如医疗账单、未来的医疗护理、误工费以及与渎职事件造成的伤害或残疾相关的未来误工费。
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引用次数: 0
Overview of the spine medicolegal environment in the United States 美国脊柱医疗法律环境概述
Q4 Medicine Pub Date : 2024-09-01 DOI: 10.1016/j.semss.2024.101117
Stephen D. Lockey , Anthony Chiu , Steven C. Ludwig , Alexander R. Vaccaro

Spine surgeons face significant medicolegal risks over the course of their careers. Malpractice law is fragmented with an extensive variety of regulations depending on the individual state. The political environment in the United States is unlikely to address tort reform in the foreseeable future. Therefore, it is incumbent on spine surgeons to be familiar with the medicolegal framework and the strategies to mitigate risk. Additionally, with the growing use of enabling technology including navigation, robotics, and artificial intelligence, many questions remain about the impact of these systems on patient care and the responsible parties when the machines become more autonomous.

脊柱外科医生在其职业生涯中面临着巨大的医疗法律风险。渎职罪法不成体系,各州的法规五花八门。在可预见的未来,美国的政治环境不可能解决侵权改革问题。因此,脊柱外科医生有责任熟悉医疗法律框架和降低风险的策略。此外,随着导航、机器人和人工智能等使能技术的应用日益广泛,当机器变得更加自主时,这些系统对患者护理和责任方的影响仍存在许多问题。
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引用次数: 0
Radiographic fusion and subsidence rates for stand-alone cage versus anterior cage-plate construct in ACDF 在 ACDF 中使用独立支架与前支架板结构的放射学融合率和下沉率
Q4 Medicine Pub Date : 2024-09-01 DOI: 10.1016/j.semss.2024.101105

Study Design

Retrospective cohort

Background

The addition of an anterior cervical plate to a structural allograft during ACDF is thought to provide extra stability and enhance fusion, but it may increase the risk of complications like dysphagia. Stand-alone cages were designed to provide this extra stability without the need for the plate, but these may increase a patient's risk of subsidence, cervical dislocation, and cervical kyphosis. The purpose of this study was to assess reoperation rates and radiographic outcomes during follow-up longer than 6 months for patients who underwent ACDF with a cage and plate compared to stand-alone cage.

Methods

ACDF cases were retrospectively identified for four fellowship trained spine surgeons from 2016 – 2020 from two academic hospitals. A total of 57 stand-alone structural allograft constructs were matched via propensity scoring with a cohort of 65 patients with plate-secured structural allograft constructs. The primary outcome was reoperation rate within the follow-up period and secondary outcomes included complications, operative characteristics, readmission within 30 days, reoperation within 30 days and within follow-up, and radiographic outcomes. Immediate post-operative radiographs were compared to final follow-up radiographs at least 6 months post-operation to assess for evidence of subsidence, fusion, and change in cervical kyphosis using the Cobb angle technique.

Results

There were 5 patients (5.26 %) in the stand-alone cohort and 4 patients (3.15 %) in the plate cohort that had cervical reoperation at any time in follow-up (P = 0.83). At final follow-up, 58 patients (92.1 %) in the plate group and 37 patients (75.5 %) in the stand-alone group had radiographic evidence of fusion (P = 0.015). There were 38 patients (77.6 %) in the stand-alone group and 29 patients (46 %) in the plate group with evidence of subsidence (P = 0.0007). Patients with subsidence had a greater change in kyphosis angle at final follow-up and this change was significantly decreased in the plate group compared to the stand-alone group.

Conclusion

The use of anterior cage-plate constructs in ACDF produces higher rates of fusion and lower rates of subsidence than stand-alone cage constructs. Subsidence significantly increases the change in kyphosis angle between post-op and final follow-up, and the presence of a spanning plate significantly reduces this angle change compared to stand-alone cages. There were no statistically significant differences in reoperation rates, regardless of radiographic evidence of subsidence.

研究设计回顾性队列背景在 ACDF 过程中,在结构性同种异体移植物上添加颈椎前路钢板被认为可以提供额外的稳定性并增强融合效果,但这可能会增加吞咽困难等并发症的风险。设计独立的颈椎固定架是为了在不需要钢板的情况下提供额外的稳定性,但这可能会增加患者发生下沉、颈椎脱位和颈椎后凸的风险。本研究的目的是评估与独立骨架相比,接受带骨架和钢板 ACDF 的患者在超过 6 个月的随访期间的再手术率和影像学结果。方法回顾性地确定了两家学术医院的四位接受过研究员培训的脊柱外科医生在 2016-2020 年期间的 ACDF 病例。通过倾向评分法将57例独立结构异体移植与65例钢板固定结构异体移植患者进行匹配。主要结果是随访期间的再手术率,次要结果包括并发症、手术特点、30 天内再入院、30 天内和随访期间的再手术以及放射学结果。将术后即刻X光片与术后至少6个月的最终随访X光片进行比较,以评估是否有下沉、融合的迹象,并使用Cobb角技术评估颈椎畸形的变化。结果独立队列中有5名患者(5.26%)和平板队列中有4名患者(3.15%)在随访期间的任何时间进行了颈椎再手术(P = 0.83)。在最后的随访中,钢板组中有 58 名患者(92.1%)和独立组中有 37 名患者(75.5%)有融合的影像学证据(P = 0.015)。独立组中有 38 名患者(77.6%)和钢板组中有 29 名患者(46%)有下沉迹象(P = 0.0007)。最后随访时,有下沉的患者椎体后凸角度变化较大,与独立组相比,钢板组的这一变化显著减小。 结论:与独立的笼式结构相比,在 ACDF 中使用前方笼式钢板结构可产生更高的融合率和更低的下沉率。下沉会明显增加术后到最终随访期间的椎体后凸角度变化,而与独立保持架相比,跨椎板的存在会明显减少这种角度变化。无论是否有放射学证据显示有下沉,再次手术率在统计学上都没有明显差异。
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引用次数: 0
The medicolegal challenges in spine care of professional athletes 职业运动员脊柱护理的法律挑战
Q4 Medicine Pub Date : 2024-09-01 DOI: 10.1016/j.semss.2024.101123
Junho Song, Jonathan Markowitz, Andrew C. Hecht

Professional athletes are prone to spinal injuries, and the treatment of this distinct patient population involves additional medicolegal challenges that must be considered. Catastrophic complications and delay in treatment of complications are linked with plaintiff verdicts in legal claims. Clear communication, thorough informed consent, and prompt disclosure of errors or complications can mitigate litigation risks. Effective collaboration with the athletic team is important in optimizing a safe return to competitive play.

职业运动员容易发生脊柱损伤,对这一特殊患者群体的治疗涉及到必须考虑的额外的医学法律挑战。灾难性并发症和并发症治疗的延误与法律索赔中的原告判决有关。清晰的沟通、充分的知情同意以及及时披露错误或并发症可以降低诉讼风险。与运动队的有效合作对于安全重返赛场非常重要。
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引用次数: 0
Medicolegal implications of robotics in spine surgery 脊柱外科机器人技术的医疗法律影响
Q4 Medicine Pub Date : 2024-09-01 DOI: 10.1016/j.semss.2024.101120
Avani Vaishnav , Sheeraz Qureshi

Robotic assistance for spine surgery has seen a resurgence in the last decade, with numerous navigation-integrated robotic systems now available for commercial use. This paper briefly reviews the historical context of robotic surgery, summarizes the current robotic spine surgery platforms, and outlines medicolegal implications and general trends of litigation for spine surgery as they relate to robotic navigation. The focus of this review is on pedicle screw instrumentation, complications, and the learning curve for robotic navigation, and how these aspects relate to medical malpractice claims.

近十年来,用于脊柱手术的机器人辅助技术再度兴起,目前已有众多集成导航功能的机器人系统可用于商业用途。本文简要回顾了机器人手术的历史背景,总结了当前的机器人脊柱手术平台,并概述了与机器人导航相关的脊柱手术的医疗法律影响和一般诉讼趋势。回顾的重点是椎弓根螺钉器械、并发症和机器人导航的学习曲线,以及这些方面与医疗事故索赔的关系。
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引用次数: 0
Tort reform: The medicolegal environment surrounding spinal surgery 侵权改革:围绕脊柱手术的法律环境
Q4 Medicine Pub Date : 2024-09-01 DOI: 10.1016/j.semss.2024.101124
Joseph R. Linzey , Anand Veeravagu

Spinal surgery is recognized as one of the most legally challenging specialties in the medical profession, with a history of complex and enduring issues related to medical malpractice. Spinal surgeons must be knowledgeable about common causes of medical malpractice in spinal surgery, such as intraoperative adverse events, wrong-level surgery, and neurologic surgery. Surgeons must stay informed about tort reform legislation in their respective states and their potential implications for their practices.

脊柱外科是医学界公认的在法律上最具挑战性的专科之一,其医疗事故问题复杂而持久。脊柱外科医生必须了解脊柱外科医疗事故的常见原因,如术中不良事件、错误水平手术和神经外科手术。外科医生必须随时了解所在州的侵权改革立法及其对其实践的潜在影响。
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引用次数: 0
期刊
Seminars in Spine Surgery
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