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Testing the Feasibility of a Cross-Setting Measure to Address the Rising Trend in Hospital Outpatient TJA Procedures. 检验交叉设置措施解决医院门诊TJA程序上升趋势的可行性。
IF 4.4 1区 医学 Q1 ORTHOPEDICS Pub Date : 2024-12-05 DOI: 10.2106/JBJS.23.01395
Lori R Wallace, Zhen Tan, Andrea Barthel, Matthew P Sáenz, Jacqueline N Grady, Kathleen M B Balestracci, Kevin J Bozic, Raquel Myers, Dena L McDonough, Zhenqiu Lin, Lisa G Suter

Background: Elective primary total hip and total knee arthroplasty (collectively, total joint arthroplasties [TJAs]) are commonly performed procedures that can reduce pain and improve function. TJAs are generally safe, but complications can occur. Although historically performed as inpatient procedures, TJAs are increasingly being performed in the outpatient setting. We sought to develop a scientifically acceptable cross-setting measure for evaluating care quality across inpatient and outpatient settings.

Methods: Using Medicare administrative claims and enrollment data for qualifying TJA patients, we respecified the Centers for Medicare & Medicaid Services (CMS) inpatient-only risk-standardized TJA complications measure to assess complication rates following elective primary TJAs performed in an inpatient or outpatient setting. We aligned inpatient and outpatient coding practices and used hierarchical logistic regression to calculate hospital-specific, risk-standardized complication rates (RSCRs). Lower rates correspond to better quality. Using accepted approaches for CMS measures, we tested measure reliability and vetted key measure decisions with patient and provider input.

Results: A single combined model including the procedure setting as a risk variable produced the highest discrimination (C-statistic for a single combined model with a setting indicator: 0.664, C-statistic for the inpatient-only model: 0.651, C-statistic for the outpatient-only model: 0.638). Among the 2,747 hospitals with at least 25 TJAs, the mean RSCR (using the combined model with a setting indicator) was 2.91% (median RSCR: 2.85%; interquartile range: 2.59% to 3.18%). The median odds ratio for complication occurrence at a higher-risk hospital compared with a lower-risk hospital was 1.33.

Conclusions: We respecified a measure to assess hospital inpatient or outpatient TJA performance and evaluated the reliability and validity of the measure. The findings showed variation in hospital-level complication rates across settings as indicated by this measure, supporting the feasibility of evaluating hospital performance using a more representative population than inpatient TJAs alone.

Level of evidence: Prognostic Level III. See Instructions for Authors for a complete description of levels of evidence.

背景:选择性原发性全髋关节和全膝关节置换术(统称为全关节置换术[TJAs])是一种常见的手术,可以减轻疼痛和改善功能。tja通常是安全的,但可能会发生并发症。虽然历来作为住院治疗,但tja越来越多地在门诊进行。我们试图开发一种科学上可接受的交叉设置措施来评估住院和门诊设置的护理质量。方法:使用符合条件的TJA患者的医疗保险行政索赔和登记数据,我们重新指定了医疗保险和医疗补助服务中心(CMS)仅限住院患者的风险标准化TJA并发症测量,以评估在住院或门诊环境中进行选择性原发性TJA后的并发症发生率。我们将住院患者和门诊患者的编码实践进行了对比,并使用分层逻辑回归计算了医院特异性的、风险标准化的并发症发生率(RSCRs)。较低的费率对应着较好的质量。使用公认的CMS测量方法,我们测试了测量的可靠性,并根据患者和提供者的输入审查了关键测量决策。结果:以程序设置为风险变量的单一组合模型产生了最高的歧视(具有设置指标的单一组合模型的c统计量为0.664,仅住院模型的c统计量为0.651,仅门诊模型的c统计量为0.638)。在2747家至少有25家TJAs的医院中,RSCR(采用带设定指标的联合模型)的平均值为2.91%(中位RSCR: 2.85%;四分位数范围:2.59% ~ 3.18%)。高危医院与低危医院并发症发生率的中位优势比为1.33。结论:我们重新定义了一种评估住院或门诊患者TJA表现的方法,并评估了该方法的信度和效度。研究结果显示,该措施表明,不同情况下医院级并发症发生率存在差异,这支持了使用比单独住院患者TJAs更具代表性的人群来评估医院绩效的可行性。证据等级:预后III级。有关证据水平的完整描述,请参见作者说明。
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引用次数: 0
What's Important: Michelangelo and the Fighter Pilot: Role Models for Preserving Patient-Focused Care. 重要的是:米开朗基罗和战斗机飞行员:维护以病人为中心的护理的榜样。
IF 4.4 1区 医学 Q1 ORTHOPEDICS Pub Date : 2024-12-04 Epub Date: 2024-06-19 DOI: 10.2106/JBJS.24.00393
Robert P Lyons
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引用次数: 0
Validation of Examination Maneuvers for Adolescent Idiopathic Scoliosis in the Telehealth Setting. 在远程医疗环境中验证青少年特发性脊柱侧凸的检查方法。
IF 4.4 1区 医学 Q1 ORTHOPEDICS Pub Date : 2024-12-04 Epub Date: 2024-10-02 DOI: 10.2106/JBJS.23.01146
Alexander R Farid, M Timothy Hresko, Semhal Ghessese, Gabriel S Linden, Stephanie Wong, Daniel Hedequist, Craig Birch, Danielle Cook, Kelsey Mikayla Flowers, Grant D Hogue

Background: Telehealth visits (THVs) have made it essential to adopt innovative ways to evaluate patients virtually. This study validates a novel THV approach that uses educational videos and an instructional datasheet, enabling parents to use smartphones to measure their child's scoliosis at home or in telehealth settings.

Methods: We identified a prospective cohort of patients with adolescent idiopathic scoliosis (AIS) scheduled for follow-up care from March to July 2021. The angle of trunk rotation (ATR) was first measured at home by patients' guardians using instructional video guidance and a smartphone application with internal accelerometer software. The second measurement was made during a THV examination performed by caregivers with supervision by trained associates via a telehealth appointment. Lastly, the clinician measured the child's ATR during an in-person clinic visit. Intraclass correlation coefficients (ICCs) and interrater reliability were compared between in-person clinic measurements and (1) at-home and (2) THV measurements. Shoulder, lower back, and pelvic asymmetry were observed and quantified at home and virtually, and then were compared with in-person clinic evaluations using kappa values. Surveys were used to evaluate the experience of the patient/caregiver with the at-home and telehealth assessment tools.

Results: Seventy-three patients were included (mean age, 14.1 years; 25% male). There was excellent agreement in the ATR measurements between THVs and in-person visits (ICC = 0.88; 95% confidence interval [CI] = 0.83 to 0.92). ATR agreement between at-home and in-person visits was also excellent, but slightly diminished (ICC = 0.76; 95% CI = 0.64 to 0.83). Agreement between THV and in-person measurements was significantly higher compared with that between at-home and in-person measurements (p = 0.04). There was poor agreement in lower back asymmetry between THV and in-person assessments (kappa = 0.37; 95% CI = 0.14 to 0.60); however, there was no significant agreement between at-home and in-person assessments (kappa = 0.06; 95% CI = -0.17 to 0.29). Patient/caregiver satisfaction surveys (n = 70) reported a median score of 4 ("good") for comfort with use of the technology, and a score of 3 ("neutral") for equivalence of THV and in-person evaluation.

Conclusions: There was a high level of agreement between telehealth and in-person spine measurements, suggesting that THVs may be reliably used to evaluate AIS, thus improving access to specialized care.

Level of evidence: Diagnostic Level II . See Instructions for Authors for a complete description of levels of evidence.

背景:远程医疗访问(THVs)使得采用创新方法对患者进行虚拟评估变得至关重要。本研究验证了一种新颖的THV方法,该方法使用教育视频和指导数据表,使家长能够在家中或远程医疗环境中使用智能手机测量孩子的脊柱侧凸:我们确定了一个青少年特发性脊柱侧弯症(AIS)患者前瞻性队列,这些患者计划在 2021 年 3 月至 7 月期间接受随访护理。躯干旋转角度(ATR)首先由患者监护人在家中通过视频指导和带有内置加速度计软件的智能手机应用程序进行测量。第二次测量是由护理人员在经过培训的同事监督下,通过远程医疗预约进行躯干旋转检查时进行的。最后,临床医生在亲自到诊所就诊时测量了患儿的 ATR。比较了面对面门诊测量与(1)在家测量和(2)THV 测量之间的类内相关系数(ICC)和交互可靠性。肩部、下背部和骨盆的不对称在家中和虚拟环境中进行了观察和量化,然后使用卡帕值与亲临诊所的评估结果进行比较。调查用于评估患者/护理人员使用居家和远程医疗评估工具的体验:共纳入 73 名患者(平均年龄 14.1 岁;25% 为男性)。远程健康评估与亲诊之间的 ATR 测量结果非常一致(ICC = 0.88;95% 置信区间 [CI] = 0.83 至 0.92)。家庭访问和亲自访问之间的 ATR 一致性也非常好,但略有降低(ICC = 0.76;95% 置信区间 [CI] = 0.64 至 0.83)。THV测量与当面测量之间的一致性明显高于居家测量与当面测量之间的一致性(p = 0.04)。在下背部不对称方面,THV 和亲自评估之间的一致性较差(kappa = 0.37;95% CI = 0.14 至 0.60);然而,在家评估和亲自评估之间没有明显的一致性(kappa = 0.06;95% CI = -0.17 至 0.29)。患者/护理人员满意度调查(n = 70)显示,技术使用舒适度的中位数为 4 分("良好"),THV 和亲自评估的等效性为 3 分("中性"):结论:远程医疗和现场脊柱测量的一致性很高,这表明 THV 可用于可靠地评估 AIS,从而改善专业护理的可及性:诊断级别 II。有关证据级别的完整描述,请参阅 "作者须知"。
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引用次数: 0
Deep Learning-Based Computer-Aided Diagnosis of Osteochondritis Dissecans of the Humeral Capitellum Using Ultrasound Images. 基于深度学习的肱骨岬骨软骨炎闭锁症计算机辅助诊断(使用超声图像
IF 4.4 1区 医学 Q1 ORTHOPEDICS Pub Date : 2024-12-04 Epub Date: 2024-05-14 DOI: 10.2106/JBJS.23.01164
Kenta Takatsuji, Yoshikazu Kida, Kenta Sasaki, Daisuke Fujita, Yusuke Kobayashi, Tsuyoshi Sukenari, Yoshihiro Kotoura, Masataka Minami, Syoji Kobashi, Kenji Takahashi

Background: Ultrasonography is used to diagnose osteochondritis dissecans (OCD) of the humerus; however, its reliability depends on the technical proficiency of the examiner. Recently, computer-aided diagnosis (CAD) using deep learning has been applied in the field of medical science, and high diagnostic accuracy has been reported. We aimed to develop a deep learning-based CAD system for OCD detection on ultrasound images and to evaluate the accuracy of OCD detection using the CAD system.

Methods: The CAD process comprises 2 steps: humeral capitellum detection using an object-detection algorithm and OCD classification using an image classification network. Four-directional ultrasound images of the elbow of the throwing arm of 196 baseball players (mean age, 11.2 years), including 104 players with normal findings and 92 with OCD, were used for training and validation. An external dataset of 20 baseball players (10 with normal findings and 10 with OCD) was used to evaluate the accuracy of the CAD system. A confusion matrix and the area under the receiver operating characteristic curve (AUC) were used to evaluate the system.

Results: Clinical evaluation using the external dataset resulted in high AUCs in all 4 directions: 0.969 for the anterior long axis, 0.966 for the anterior short axis, 0.996 for the posterior long axis, and 0.993 for the posterior short axis. The accuracy of OCD detection thus exceeded 0.9 in all 4 directions.

Conclusions: We propose a deep learning-based CAD system to detect OCD lesions on ultrasound images. The CAD system achieved high accuracy in all 4 directions of the elbow. This CAD system with a deep learning model may be useful for OCD screening during medical checkups to reduce the probability of missing an OCD lesion.

Level of evidence: Diagnostic Level II . See Instructions for Authors for a complete description of levels of evidence.

背景:超声波检查用于诊断肱骨骨软骨炎(OCD),但其可靠性取决于检查者的技术熟练程度。最近,使用深度学习的计算机辅助诊断(CAD)已被应用于医学领域,并报道了较高的诊断准确性。我们的目的是开发一种基于深度学习的计算机辅助诊断系统,用于在超声图像上检测 OCD,并评估使用该计算机辅助诊断系统检测 OCD 的准确性:CAD过程包括两个步骤:使用对象检测算法检测肱骨岬和使用图像分类网络进行OCD分类。196名棒球运动员(平均年龄11.2岁)投掷臂肘部的四维超声波图像被用于训练和验证,其中104人结果正常,92人患有OCD。为了评估 CAD 系统的准确性,还使用了一个由 20 名棒球运动员(10 名检查结果正常,10 名患有 OCD)组成的外部数据集。混淆矩阵和接收器工作特征曲线下面积(AUC)用于评估该系统:使用外部数据集进行临床评估后,四个方向的 AUC 都很高:前长轴为 0.969,前短轴为 0.966,后长轴为 0.996,后短轴为 0.993。因此,在所有 4 个方向上,OCD 检测的准确率都超过了 0.9:我们提出了一种基于深度学习的 CAD 系统来检测超声图像上的 OCD 病变。该 CAD 系统在肘部所有 4 个方向上都达到了很高的准确率。这种带有深度学习模型的 CAD 系统可用于体检中的强迫症筛查,以降低漏诊强迫症病变的概率:诊断级别 II。有关证据级别的完整描述,请参阅 "作者须知"。
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引用次数: 0
Demographic Disparities and Outcomes Following Hip Arthroscopy: Exploring the Impact of Social Determinants of Health in Femoroacetabular Impingement Syndrome. 髋关节镜检查后的人口统计学差异和结果:探讨股骨髋臼撞击综合征患者健康的社会决定因素的影响。
IF 4.4 1区 医学 Q1 ORTHOPEDICS Pub Date : 2024-12-04 Epub Date: 2024-10-15 DOI: 10.2106/JBJS.24.00217
Omair Kazi, Alexander B Alvero, Joshua P Castle, Michael J Vogel, Stephanie A Boden, Joshua Wright-Chisem, Shane J Nho

Background: The purpose of this study was to explore the impact of social deprivation on preoperative characteristics and postoperative outcomes following hip arthroscopy (HA) for femoroacetabular impingement syndrome (FAIS).

Methods: Patients undergoing primary HA for FAIS were identified, and their social deprivation index (SDI) score was assigned on the basis of the provided ZIP code. Quartiles (Q1 to Q4) were established using national percentiles, with Q4 representing patients from the areas of greatest deprivation. Patient-reported outcomes (PROs) were collected preoperatively and at a minimum follow-up of 2 years. Achievement rates for clinically meaningful outcomes, including the minimal clinically important difference (MCID), patient acceptable symptom state (PASS), and substantial clinical benefit (SCB), were determined. The incidences of revision HA and conversion to total hip arthroplasty (THA) were recorded. SDI groups were compared with respect to preoperative characteristics and postoperative outcome measures. Predictors of MCID, PASS, and SCB achievement; revision HA; and conversion to THA were identified with use of multivariable logistic regression.

Results: In total, 2,060 hips were included, which had the following SDI distribution: Q1 = 955, Q2 = 580, Q3 = 281, and Q4 = 244. The composition of the included patients with respect to race and/or ethnicity was 85.3% Caucasian, 3.8% African American, 3.7% Hispanic, 1.7% Asian, and 5.4% "other." Patients with more social deprivation presented at a later age and with a higher body mass index (BMI), a longer duration of preoperative hip pain, and greater joint degeneration (p ≤ 0.035 for all). The most socially deprived groups had higher proportions of African American and Hispanic individuals, less participation in physical activity, and greater prevalences of smoking, lower back pain, and Workers' Compensation (p ≤ 0.018 for all). PRO scores and achievement of the PASS and SCB were worse among patients from areas of greater social deprivation (p ≤ 0.017 for all). Age, BMI, activity status, race and/or ethnicity classified as "other," SDI quartile, Workers' Compensation, preoperative back pain, duration of preoperative hip pain, and Tönnis grade were independent predictors of clinically meaningful outcome achievement, revision arthroscopy, and/or THA conversion (p ≤ 0.049 for all).

Conclusions: Individuals with more social deprivation demonstrated inferior postoperative outcome measures. This was driven primarily by preoperative characteristics such as SDI, hip pain duration, joint degeneration, and overall health at presentation. Despite differential outcomes, patients still showed clinical improvement regardless of SDI quartile.

Level of evidence: Prognostic Level III. See Instructions for Authors for a complete description of levels of evidence.

背景:本研究的目的是探讨社会剥夺对股骨髋臼撞击综合征(FAIS)髋关节镜检查(HA)术前特征和术后结果的影响。方法:对因FAIS而接受初级HA的患者进行识别,并根据提供的邮政编码对其进行社会剥夺指数(SDI)评分。四分位数(Q1至Q4)使用国家百分位数建立,Q4代表来自最贫困地区的患者。术前和至少随访2年收集患者报告的预后(PROs)。确定临床有意义结局的完成率,包括最小临床重要差异(MCID)、患者可接受症状状态(PASS)和实质性临床获益(SCB)。记录HA翻修和全髋关节置换术(THA)的发生率。比较SDI组术前特征和术后结果。mcd、PASS和SCB成绩的预测因子修订公顷;并使用多变量逻辑回归识别到THA的转换。结果:共纳入2,060髋,其SDI分布如下:Q1 = 955, Q2 = 580, Q3 = 281, Q4 = 244。纳入患者的种族和/或民族构成为85.3%高加索人,3.8%非洲裔美国人,3.7%西班牙裔,1.7%亚洲人和5.4%“其他”。社会剥夺越严重的患者出现年龄越晚,体重指数(BMI)越高,术前髋关节疼痛持续时间越长,关节退行性变越大(p均≤0.035)。在社会最贫困的群体中,非裔美国人和西班牙人的比例较高,参与体育活动的人数较少,吸烟、腰痛和工伤赔偿的患病率较高(p≤0.018)。来自社会剥夺程度较高地区的患者的PRO评分、PASS和SCB成绩较差(p≤0.017)。年龄、BMI、活动状态、种族和/或种族分类为“其他”、SDI四分位数、工人赔偿、术前背痛、术前髋关节疼痛持续时间和Tönnis分级是临床有意义的结局实现、关节镜翻修和/或THA转换的独立预测因子(所有p≤0.049)。结论:社会剥夺程度较高的患者术后预后指标较差。这主要由术前特征驱动,如SDI、髋关节疼痛持续时间、关节退变和就诊时的整体健康状况。尽管结果不同,但无论SDI四分位数如何,患者仍表现出临床改善。证据等级:预后III级。有关证据水平的完整描述,请参见作者说明。
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引用次数: 0
Academic and Demographic Profile of Orthopaedic Vice Chairs of Research: Implications for Leadership. 骨科研究副主任的学术和人口概况:对领导力的影响。
IF 4.4 1区 医学 Q1 ORTHOPEDICS Pub Date : 2024-12-04 Epub Date: 2024-08-01 DOI: 10.2106/JBJS.23.01296
Seetha Aribindi, Philipp Leucht, Wellington K Hsu, Addisu Mesfin

Background: Vice chairs (VCs) of research play an integral role in orthopaedic departments at academic medical centers; they strategically lead research efforts and support the research careers of faculty and trainees. To our knowledge, no analysis of orthopaedic VCs of research exists in the literature, and no similar analyses have been completed in other medical specialties. We aimed to investigate the academic and demographic characteristics of orthopaedic VCs of research.

Methods: Doximity was used to identify orthopaedic residencies in the U.S. Personal and program websites were queried to identify VCs of research and collect academic and demographic characteristics. The Scopus database, the National Institutes of Health (NIH) RePORTER, and Google Scholar were used to obtain each investigator's Hirsch index (h-index) and the number and type of NIH grants awarded, respectively.

Results: Of the 207 orthopaedic residency programs identified, 71 (34%) had a named VC of research in the orthopaedic department. Of the top 50 medical schools, 42 were affiliated with such programs. Most VCs were men (89%). The racial and/or ethnic background of the majority of VCs was White (85%), followed by Asian (14%), and Black (1%). Most held the rank of professor (78%), followed by associate professor (18%), and assistant professor (4%). Over half were PhDs (55%), followed by MDs (37%) and MD/PhDs (8%). On average, the VCs had an h-index of 40.5. Furthermore, 65% had been awarded at least 1 NIH grant for their research, with 43% awarded at least 1 R01 grant.

Conclusions: VCs of research develop research opportunities and shape the brand recognition of academic orthopaedic programs. Most orthopaedic VCs of research are men (89%); 85% each are White and have a rank of professor. Nearly half have been awarded at least 1 R01 grant from the NIH.

Clinical relevance: This study outlines important academic and demographic characteristics among orthopaedic surgery VCs of research. Considering the mentorship aspect of their role, VCs of research have an opportunity to influence the diversity of incoming trainees in the field of academic orthopaedics.

背景:研究副主任(VC)在学术医疗中心的骨科部门发挥着不可或缺的作用;他们战略性地领导研究工作,支持教师和学员的研究事业。据我们所知,文献中没有关于骨科研究副主任的分析,其他医学专科也没有类似的分析。我们的目的是调查骨科研究型风险投资人的学术和人口特征:我们查询了个人网站和项目网站,以确定研究的VC,并收集学术和人口特征。利用Scopus数据库、美国国立卫生研究院(NIH)RePORTER和谷歌学术(Google Scholar)分别获得了每位研究者的赫希指数(h-index)以及所获NIH基金的数量和类型:结果:在已确定的 207 个骨科住院医师培训项目中,有 71 个(34%)项目的骨科部门有指定的研究副主任。在排名前 50 位的医学院中,有 42 所附属于此类项目。大多数副校长为男性(89%)。大多数研究负责人的种族和/或民族背景是白人(85%),其次是亚裔(14%)和黑人(1%)。大多数人拥有教授职衔(78%),其次是副教授(18%)和助理教授(4%)。半数以上是博士(55%),其次是医学博士(37%)和医学博士/博士(8%)。创业者的 h 指数平均为 40.5。此外,65%的人至少获得过一项美国国立卫生研究院的研究基金,其中 43% 的人至少获得过一项 R01 基金:结论:研究领域的VC可以开发研究机会,塑造骨科学术项目的品牌知名度。大多数骨科研究副校长为男性(89%);85%的副校长为白人,且具有教授职衔。近一半的人至少获得过一次美国国立卫生研究院(NIH)的 R01 基金:本研究概述了骨科手术研究副主任的重要学术和人口特征。考虑到他们的导师角色,研究领域的VC有机会影响学术骨科领域新学员的多样性。
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引用次数: 0
Shoulder Periprosthetic Joint Infection: Principles of Prevention, Diagnosis, and Treatment. 肩关节假体周围感染:预防、诊断和治疗原则》。
IF 4.4 1区 医学 Q1 ORTHOPEDICS Pub Date : 2024-12-04 Epub Date: 2024-10-30 DOI: 10.2106/JBJS.23.01073
Ehab M Nazzal, Zachary J Herman, Matthew Como, Janina Kaarre, Rajiv P Reddy, Eric R Wagner, Brian A Klatt, Albert Lin

➢ Shoulder periprosthetic joint infection (PJI) is a potentially devastating complication after arthroplasty and is projected to rise with increasing numbers of performed arthroplasties, particularly reverse shoulder arthroplasties.➢ Important considerations for the diagnosis and treatment of shoulder PJI include age, sex, implant type, primary compared with revision shoulder surgery, comorbidities, and medications (i.e., corticosteroids and disease-modifying antirheumatic drugs). ➢ Diagnosis and management are unique compared with lower-extremity PJI due to the role of lower-virulence organisms in shoulder PJI, specifically Cutibacterium acnes.➢ Treatment pathways depend on chronicity of infection, culture data, and implant type, and exist on a spectrum from irrigation and debridement to multistage revision with temporary antibiotic spacer placement followed by definitive revision arthroplasty.

➢ 肩关节假体周围感染(PJI)是关节置换术后一种潜在的破坏性并发症,而且随着关节置换术(尤其是反向肩关节置换术)数量的增加,这种并发症的发病率预计还会上升、➢ 与下肢 PJI 相比,肩关节 PJI 的诊断和治疗具有独特性,因为在肩关节 PJI 中存在低致病菌,特别是痤疮棒状杆菌。 ➢ 治疗方法取决于感染的慢性程度、培养数据和植入物类型,范围从冲洗和清创到多阶段翻修(放置临时抗生素垫片,然后进行最终翻修关节成形术)。
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引用次数: 0
Artificial Intelligence Portrayals in Orthopaedic Surgery: An Analysis of Gender and Racial Diversity Using Text-to-Image Generators. 人工智能在矫形外科中的应用:使用文本到图像生成器分析性别和种族多样性。
IF 4.4 1区 医学 Q1 ORTHOPEDICS Pub Date : 2024-12-04 Epub Date: 2024-07-18 DOI: 10.2106/JBJS.24.00150
Mary Morcos, Jessica Duggan, Jason Young, Shaina A Lipa

Background: The increasing accessibility of artificial intelligence (AI) text-to-image generators offers a novel avenue for exploring societal perceptions. The present study assessed AI-generated images to examine the representation of gender and racial diversity among orthopaedic surgeons.

Methods: Five prominent text-to-image generators (DALL·E 2, Runway, Midjourney, ImagineAI, and JasperArt) were utilized to create images for the search queries "Orthopedic Surgeon," "Orthopedic Surgeon's Face," and "Portrait of an Orthopedic Surgeon." Each query produced 80 images, resulting in a total of 240 images per generator. Two independent reviewers categorized race, sex, and age in each image, with a third reviewer resolving discrepancies. Images with incomplete or multiple faces were excluded. The demographic proportions (sex, race, and age) of the AI-generated images were then compared with those of the 2018 American Academy of Orthopaedic Surgeons (AAOS) census.

Results: In our examination across all AI platforms, 82.8% of the images depicted surgeons as White, 12.3% as Asian, 4.1% as Black, and 0.75% as other; 94.5% of images were men; and a majority (64.4%) appeared ≥50 years old. DALL·E 2 exhibited significantly increased diversity in representation of both women and non-White surgeons compared with the AAOS census, whereas Midjourney, Runway, and ImagineAI exhibited significantly decreased representation.

Conclusions: The present study highlighted distortions in AI portrayal of orthopaedic surgeon diversity, influencing public perceptions and potentially reinforcing disparities. DALL·E 2 and JasperArt show encouraging diversity, but limitations persist in other generators. Future research should explore strategies for improving AI to promote a more inclusive and accurate representation of the evolving demographics of orthopaedic surgery, mitigating biases related to race and gender.

Clinical relevance: This study is clinically relevant as it investigates the accuracy of AI-generated images in depicting diversity among orthopaedic surgeons. The findings reveal significant discrepancies in representation by race and gender, which could impact societal perceptions and exacerbate existing disparities in health care.

背景:人工智能(AI)文本到图像生成器的普及为探索社会认知提供了一条新途径。本研究对人工智能生成的图像进行了评估,以研究矫形外科医生中性别和种族多样性的代表性:方法:利用五种著名的文本到图像生成器(DALL-E 2、Runway、Midjourney、ImagineAI 和 JasperArt)为搜索查询 "矫形外科医生"、"矫形外科医生的脸 "和 "矫形外科医生的肖像 "创建图像。每个查询产生 80 张图片,因此每个生成器共生成 240 张图片。两名独立审核员对每张图片的种族、性别和年龄进行分类,第三名审核员负责解决不一致的地方。面孔不完整或有多张面孔的图像被排除在外。然后将人工智能生成图像的人口比例(性别、种族和年龄)与 2018 年美国骨科医师学会(AAOS)普查的人口比例进行比较:在我们对所有人工智能平台进行的检查中,82.8%的图像将外科医生描述为白人,12.3%为亚裔,4.1%为黑人,0.75%为其他族裔;94.5%的图像为男性;大多数(64.4%)年龄≥50 岁。与 AAOS 普查相比,DALL-E 2 在女性和非白人外科医生的代表性方面表现出明显的多样性,而 Midjourney、Runway 和 ImagineAI 则表现出明显的代表性下降:本研究强调了人工智能对矫形外科医生多样性描述的失真,这影响了公众的看法,并有可能强化差异。DALL-E 2》和《JasperArt》显示出令人鼓舞的多样性,但其他生成器仍存在局限性。未来的研究应探索改进人工智能的策略,以促进人工智能更包容、更准确地反映骨科手术不断变化的人口构成,减少与种族和性别有关的偏见:本研究具有临床相关性,因为它调查了人工智能生成的图像在描述骨科外科医生多样性方面的准确性。研究结果表明,种族和性别的代表性存在明显差异,这可能会影响社会观念,并加剧医疗保健领域的现有差距。
{"title":"Artificial Intelligence Portrayals in Orthopaedic Surgery: An Analysis of Gender and Racial Diversity Using Text-to-Image Generators.","authors":"Mary Morcos, Jessica Duggan, Jason Young, Shaina A Lipa","doi":"10.2106/JBJS.24.00150","DOIUrl":"10.2106/JBJS.24.00150","url":null,"abstract":"<p><strong>Background: </strong>The increasing accessibility of artificial intelligence (AI) text-to-image generators offers a novel avenue for exploring societal perceptions. The present study assessed AI-generated images to examine the representation of gender and racial diversity among orthopaedic surgeons.</p><p><strong>Methods: </strong>Five prominent text-to-image generators (DALL·E 2, Runway, Midjourney, ImagineAI, and JasperArt) were utilized to create images for the search queries \"Orthopedic Surgeon,\" \"Orthopedic Surgeon's Face,\" and \"Portrait of an Orthopedic Surgeon.\" Each query produced 80 images, resulting in a total of 240 images per generator. Two independent reviewers categorized race, sex, and age in each image, with a third reviewer resolving discrepancies. Images with incomplete or multiple faces were excluded. The demographic proportions (sex, race, and age) of the AI-generated images were then compared with those of the 2018 American Academy of Orthopaedic Surgeons (AAOS) census.</p><p><strong>Results: </strong>In our examination across all AI platforms, 82.8% of the images depicted surgeons as White, 12.3% as Asian, 4.1% as Black, and 0.75% as other; 94.5% of images were men; and a majority (64.4%) appeared ≥50 years old. DALL·E 2 exhibited significantly increased diversity in representation of both women and non-White surgeons compared with the AAOS census, whereas Midjourney, Runway, and ImagineAI exhibited significantly decreased representation.</p><p><strong>Conclusions: </strong>The present study highlighted distortions in AI portrayal of orthopaedic surgeon diversity, influencing public perceptions and potentially reinforcing disparities. DALL·E 2 and JasperArt show encouraging diversity, but limitations persist in other generators. Future research should explore strategies for improving AI to promote a more inclusive and accurate representation of the evolving demographics of orthopaedic surgery, mitigating biases related to race and gender.</p><p><strong>Clinical relevance: </strong>This study is clinically relevant as it investigates the accuracy of AI-generated images in depicting diversity among orthopaedic surgeons. The findings reveal significant discrepancies in representation by race and gender, which could impact societal perceptions and exacerbate existing disparities in health care.</p>","PeriodicalId":15273,"journal":{"name":"Journal of Bone and Joint Surgery, American Volume","volume":" ","pages":"2278-2285"},"PeriodicalIF":4.4,"publicationDate":"2024-12-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141723641","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
What's New in Musculoskeletal Basic Science. 肌肉骨骼基础科学新进展》。
IF 4.4 1区 医学 Q1 ORTHOPEDICS Pub Date : 2024-12-04 Epub Date: 2024-10-17 DOI: 10.2106/JBJS.24.01086
Zbigniew Gugala
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引用次数: 0
Validation of DASH and QuickDASH for Outcome Assessment of Anatomic Total Shoulder Arthroplasty for Treatment of Advanced Glenohumeral Osteoarthritis. DASH和QuickDASH在解剖全肩关节置换术治疗晚期盂肱骨关节炎疗效评估中的应用验证。
IF 4.4 1区 医学 Q1 ORTHOPEDICS Pub Date : 2024-12-04 Epub Date: 2024-10-02 DOI: 10.2106/JBJS.23.01288
Oscar Covarrubias, Ty Agaisse, Brandon Portnoff, Ryan Hoffman, Janine Molino, E Scott Paxton, Andrew Green

Background: The Disabilities of the Arm, Shoulder and Hand (DASH) questionnaire and its abbreviated version, QuickDASH, are commonly used patient-reported outcome measures (PROMs) for the assessment of an upper-extremity disability. Theoretically, they can be used to compare the treatment outcomes of different upper-extremity conditions. Despite increasingly widespread use for some shoulder conditions, these questionnaires have not been rigorously validated for use to assess the outcomes of patients undergoing anatomic total shoulder arthroplasty (aTSA). The objective of this study was to validate the DASH and QuickDASH scores for a longitudinal outcome assessment of patients undergoing aTSA to treat advanced glenohumeral osteoarthritis (GHOA).

Methods: In this study, 450 patients with a median age of 70.3 years (interquartile range [IQR] width, 11.7 years) were included; 52.4% of the patients were female. The DASH and QuickDASH questionnaires, the American Shoulder and Elbow Surgeons (ASES) score, the Simple Shoulder Test (SST), and the EuroQol-5 Dimensions (EQ-5D) questionnaire were completed preoperatively and at follow-ups of 3 months, 6 to 12 months, and a minimum of 2 years by patients undergoing aTSA. The criterion validity, construct validity, reliability, and responsiveness of the DASH and QuickDASH were assessed.

Results: The DASH and QuickDASH scores demonstrated moderate to very strong correlations with the ASES scores (ρ = -0.83 to -0.62), SST scores (ρ = -0.73 to -0.55), and EQ-5D scores (ρ = -0.72 to -0.57); minimal floor or ceiling effects; internal consistency (Cronbach alpha > 0.80); and large Cohen d and standardized response means (<1.6) at all time points. Very strong positive correlations were observed between the DASH and QuickDASH scores at all time points (ρ = 0.96 to 0.97).

Conclusions: The DASH and QuickDASH scores, which are region-specific rather than shoulder-specific, are valid, reliable, and responsive PROMs for the evaluation of patients with advanced GHOA treated with aTSA. Therefore, the DASH and QuickDASH scores can be used to compare the outcomes of aTSA for the treatment of advanced GHOA with the outcomes of treatment of other upper-extremity disorders, potentially facilitating comparative cost-effectiveness and value analysis studies.

Level of evidence: Prognostic Level III. See Instructions for Authors for a complete description of levels of evidence.

背景:手臂、肩膀和手的残疾(DASH)问卷及其缩写版本QuickDASH是常用的评估上肢残疾的患者报告结果测量(PROMs)。理论上,它们可以用来比较不同上肢状况的治疗结果。尽管越来越广泛地用于某些肩部疾病,但这些问卷还没有经过严格的验证,用于评估解剖性全肩关节置换术(aTSA)患者的预后。本研究的目的是验证DASH和QuickDASH评分对接受aTSA治疗晚期盂肱骨关节炎(GHOA)患者的纵向结果评估。方法:本研究纳入450例患者,中位年龄70.3岁(四分位数间距[IQR]宽度,11.7岁);女性占52.4%。接受aTSA的患者术前、随访3个月、6 ~ 12个月、至少2年完成DASH和QuickDASH问卷、美国肩关节外科医生(ASES)评分、简单肩关节测试(SST)和EuroQol-5维度(EQ-5D)问卷。评估了DASH和QuickDASH的效度、结构效度、信度和反应性。结果:DASH和QuickDASH评分与as评分(ρ = -0.83 ~ -0.62)、SST评分(ρ = -0.73 ~ -0.55)、EQ-5D评分(ρ = -0.72 ~ -0.57)呈中等至极强相关性;最小的地板或天花板影响;内部一致性(Cronbach alpha > 0.80);结论:DASH和QuickDASH评分具有区域特异性而非肩部特异性,是评估aTSA治疗的晚期GHOA患者的有效、可靠和反应性的PROMs指标。因此,DASH和QuickDASH评分可用于比较aTSA治疗晚期GHOA的结果与治疗其他上肢疾病的结果,有可能促进比较成本效益和价值分析研究。证据等级:预后III级。有关证据水平的完整描述,请参见作者说明。
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引用次数: 0
期刊
Journal of Bone and Joint Surgery, American Volume
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