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[Translated article] Understanding limb necrotizing infections: A comprehensive approach. [译文]了解肢体坏死性感染:综合方法。
Q3 Medicine Pub Date : 2024-11-07 DOI: 10.1016/j.recot.2024.11.002
Ana Garrido-Hidalgo, Javier García-Coiradas, Marta Echevarría-Marín, Sergio Llanos, Jose Antonio Valle-Cruz, Fernando Marco

Introduction Necrotizing soft tissue infections (NSTI) are increasing, posing a significant risk of morbidity and mortality. Due to nonspecific symptoms, a high index of suspicion is crucial. Treatment involves a multidisciplinary approach, with broad-spectrum antibiotics, early surgical debridement, and life support. This study analyzes the characteristics, demographics, complications, and treatment of NSTI in a hospital in Madrid, Spain. Methods A retrospective observational study was conducted, including all surgically treated NSTI patients at our center from January 2016 to December 2022, examining epidemiological and clinical data. The Laboratory Risk Indicator for Necrotizing Fasciitis (LRINEC) was prospectively calculated for all patients. Results Twenty-two patients (16 men, 6 women, mean age 54.8) were included. Median time from symptom onset to emergency room visit was 3.5 days. All reported severe treatment-resistant pain; sixteen had fever exceeding 37.8 °C (72.7%). Skin lesions occurred in twelve (54.5%), and thirteen had hypotension and tachycardia (59.1%). Treatment involved resuscitative support, antibiotherapy, and radical debridement. Median time to surgery was 8.25 h. Intraoperative cultures were positive in twenty patients: twelve Streptococcus pyogenes, four Staphylococcus aureus, one Escherichia coli, and four polymicrobial infection. In-hospital mortality rate was 22.73%. Conclusions We examined the correlation between our results, amputation rates and mortality with LRINEC score and time to surgery. However, we found no significant relationship unlike some other studies. Nevertheless, a multidisciplinary approach with radical debridement and antibiotic therapy remains the treatment cornerstone. Our hospital stays, outcomes and mortality rates align with our literature review, confirming high morbimortality despite early and appropriate intervention.

导言:坏死性软组织感染(NSTI)呈上升趋势,对发病率和死亡率构成重大风险。由于非特异性症状,高度怀疑至关重要。治疗涉及多学科方法,包括广谱抗生素、早期手术清创和生命支持。本研究分析了西班牙马德里一家医院 NSTI 的特征、人口统计学、并发症和治疗方法。方法 开展了一项回顾性观察研究,研究对象包括 2016 年 1 月至 2022 年 12 月期间在本中心接受手术治疗的所有 NSTI 患者,研究对象包括流行病学和临床数据。对所有患者的坏死性筋膜炎实验室风险指标(LRINEC)进行了前瞻性计算。结果 共纳入 22 名患者(16 名男性,6 名女性,平均年龄 54.8 岁)。从症状出现到急诊就诊的中位时间为 3.5 天。所有患者都报告了严重的难治性疼痛;16 名患者发烧超过 37.8 摄氏度(72.7%)。12人(54.5%)出现皮肤损伤,13人出现低血压和心动过速(59.1%)。治疗包括复苏支持、抗生素治疗和根治性清创。二十名患者的术中培养呈阳性:十二名化脓性链球菌、四名金黄色葡萄球菌、一名大肠埃希菌和四名多微生物感染。院内死亡率为 22.73%。结论 我们研究了我们的结果、截肢率和死亡率与 LRINEC 评分和手术时间之间的相关性。然而,与其他一些研究不同的是,我们并没有发现两者之间存在明显的关系。尽管如此,根治性清创和抗生素治疗等多学科方法仍然是治疗的基石。我们的住院时间、疗效和死亡率与我们的文献综述一致,证实了尽管进行了早期和适当的干预,但死亡率仍然很高。
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引用次数: 0
[Artículo traducido] Colgajo fasciocutáneo tipo lengüeta medial como alternativa para el manejo de defectos de tejidos blandos en la pierna. [文章翻译]内侧筋膜皮瓣作为治疗腿部软组织缺损的替代方法。
Q3 Medicine Pub Date : 2024-11-07 DOI: 10.1016/j.recot.2024.11.007
X Ríos Garrido, A De la Rosa, L Arzuza Ortega, G Vargas Lievano, J Molina Gándara, D A Tellez Gamarra, C Medina Monje

Background: Selecting the right technique for lower limb soft tissue reconstruction is a therapeutic challenge. Despite having several reconstruction options, it's important to choose a technique that is effective and with the least possible donor site morbidity.

Objective: Demonstrate the therapeutic efficacy of the medial tab flap in soft tissue reconstruction on the leg, compared to conventional flaps. Materials and methods Cohort study matched by age. 64 patients with soft tissue defects were selected and according to the intervention divided in: group 1) medial tab flap, and group 2) conventional flaps (sural, soleus, gastrocnemius) followed up to one year postoperatively.

Outcome variables: surgical time in minutes, healing, healing time in days, complications.

Results: The patients who underwent surgery with medial tab flap and with conventional flaps healed completely. The healing time was 16.2 ± 11.2 days in the tab flap and 16.1 ± 11.2 days in conventional flaps, no statistically significant differences were found between the groups (P = .89).The surgical time for tab flaps was 225.2 ± 117.8 minutes, and 191.3 ± 117.2 minutes for the comparison flaps (P = .65), there were no statistically significant differences. There were no complications in the medial tab flaps.

Conclusion: The findings suggest that the medial tab flap technique is as effective as the conventional flap technique, with complete flap survival and healing, and without any major complications in this studied group.

背景:选择正确的下肢软组织重建技术是一项治疗挑战。尽管有多种重建方法可供选择,但重要的是要选择一种有效且供体部位发病率最低的技术:与传统皮瓣相比,证明内侧皮瓣在腿部软组织重建中的治疗效果。材料和方法 按年龄匹配的队列研究。选取64名软组织缺损患者,根据干预方式分为:第1组(内侧皮瓣)和第2组(传统皮瓣(硬韧带、比目鱼肌、腓肠肌)),随访至术后一年。结果变量:手术时间(分钟)、愈合情况、愈合时间(天)、并发症:结果:使用内侧皮瓣和传统皮瓣手术的患者完全愈合。标签皮瓣的愈合时间为(16.2 ± 11.2)天,传统皮瓣的愈合时间为(16.1 ± 11.2)天,组间差异无统计学意义(P = 0.89)。内侧皮瓣未出现并发症:结论:研究结果表明,内侧标签皮瓣技术与传统皮瓣技术一样有效,皮瓣完全存活和愈合,并且在研究组中没有出现任何重大并发症。
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引用次数: 0
[Translated article] Retrospective survival analysis of the use of uncemented modular tapered stems for revision in periprosthetic Vancouver B-type fractures. Is instability a threat to survival. [译文]对使用非骨水泥模块化锥形柄翻修人工关节周围温哥华B型骨折的生存率进行回顾性分析。不稳定性是否威胁存活率。
Q3 Medicine Pub Date : 2024-11-07 DOI: 10.1016/j.recot.2024.11.004
J Lixa, P Vieira, P Pereira, A Pinho, M Seara, A Sousa, L Vieira

Introduction and objectives: Periprosthetic hip fractures show increasing incidence and complexity, representing a challenge for the surgeon. We aimed to evaluate the survival of uncemented modular tapered stems in the treatment of periprosthetic Vancouver B2 and B3 type fractures and review the main complications and factors associated with decreased survival.

Materials and methods: We performed a retrospective study of patients submitted to revision arthroplasty for treatment of periprosthetic femoral stem Vancouver B2 and B3 type fractures with an uncemented modular fluted tapered stem (MRP-Titan). Demographic and radiographic parameters were analyzed. The survival rate (free of reoperation) was calculated at 2- and 5-years using the Kaplan-Meier survivorship analysis.

Results: Thirty-nine patients were included with a mean age of 73.5 years and a mean follow-up of 5 years. Arthroplasty survivorship at 2 years was 73.7% and at 5 years was 67.5% (mean 8.4 years; range 6.7-10.2). Survivorship was inferior in the patients with episodes of instability (mean 2.5 years; range 0-5.42) (p < 0.001). At least one episode of instability occurred in 26.3% of patients and 60% of these patients had a femoral head size 32 mm or lower. At least one episode of instability occurred in 71.4% of patients with a greater trochanter fracture (p = 0.008). The consolidation rate was 90.6% and the mortality rate was 23.7%. In the group of patients that died, 55.6% were submitted to at least one revision surgery (p = 0.044).

Conclusion: Survivorship of an uncemented modular stem (MRP-Titan) in revision for PHF is significantly reduced by episodes of instability.

引言和目的:髋关节假体周围骨折的发生率和复杂性不断增加,这对外科医生来说是一项挑战。我们旨在评估治疗温哥华B2和B3型假体周围骨折的非骨水泥模块化锥形柄的存活率,并回顾与存活率下降相关的主要并发症和因素:我们对使用非骨水泥模块化凹槽锥形柄(MRP-Titan)治疗股骨柄温哥华B2型和B3型假体周围骨折而接受翻修关节置换术的患者进行了一项回顾性研究。对人口统计学和放射学参数进行了分析。采用 Kaplan-Meier 存活率分析法计算了 2 年和 5 年的存活率(无须再次手术):结果:共纳入 39 名患者,平均年龄为 73.5 岁,平均随访时间为 5 年。关节置换术后 2 年的存活率为 73.7%,5 年的存活率为 67.5%(平均 8.4 年;范围 6.7-10.2)。不稳定性发作患者的存活率较低(平均为 2.5 年;范围为 0-5.42)(P 结论:不稳定性发作患者的存活率较高:非骨水泥模块化骨干(MRP-Titan)在PHF翻修中的存活率会因不稳定性发作而显著降低。
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引用次数: 0
[Translated article] Can 3D-printed patient-specific instruments improve local control and overall survival in pelvic sarcoma? A clinical validation study. [译文] 3D打印患者特异性器械能改善盆腔肉瘤的局部控制和总生存率吗?一项临床验证研究。
Q3 Medicine Pub Date : 2024-11-07 DOI: 10.1016/j.recot.2024.11.014
T Fernández-Fernández, L Mediavilla-Santos, M Cuervo-Dehesa, E Gómez-Larrén, R Pérez-Mañanes, J Calvo-Haro

Background and objectives 3D-printed patient-specific instruments (PSIs), also known as 3D guides, have been shown to improve accuracy in resection of pelvic tumors in cadaver studies and achieve better surgical margins in vivo. This study evaluates the clinical impact of 3D-printed guides on medium-term local and distant disease control, as well as disease-free and overall survival in patients. Material and methods A cohort study included 25 patients with primary pelvic or sacral sarcomas: 10 in the 3D group and 15 in the control group, with a median follow-up of 47 months. Demographic and clinical data, including tumor histology, stage, resection technique, associated reconstruction, adjuvant therapies, and complications, were evaluated. Surgical margins (free, marginal, and contaminated) and relapse-free and overall survival curves were analyzed. Results The 3D group achieved a higher rate of free margins (80% vs 66.7%, p = 0.345). Local recurrence (50% vs 60%, P=.244) and distant disease relapse (20% vs 47%, p = 0.132) rates were lower in the 3D group. At the end of the follow-up, the 3D group had a higher overall survival rate (60% vs 40%, p = 0.327). The complication rate was similar in both groups, with a deep infection rate of 40%. Conclusions The use of 3D guides in resecting primary pelvic tumors not only achieves a higher rate of free margins compared to conventional techniques but also shows a trend towards higher local, distant, and overall disease-free survival. Further studies with larger sample sizes and higher levels of evidence are necessary to validate these clinical trends.

背景和目的 3D打印患者特异性器械(PSI)又称3D导板,在尸体研究中已被证明可提高盆腔肿瘤切除的准确性,并在体内获得更好的手术切缘。本研究评估了三维打印导板对患者中期局部和远处疾病控制以及无病生存和总生存的临床影响。材料和方法 一项队列研究纳入了 25 例原发性盆腔或骶骨肉瘤患者:3D 组 10 例,对照组 15 例,中位随访时间为 47 个月。研究评估了人口统计学和临床数据,包括肿瘤组织学、分期、切除技术、相关重建、辅助治疗和并发症。分析了手术切缘(游离切缘、边缘切缘和污染切缘)、无复发生存率和总生存率曲线。结果 三维组的游离边缘率更高(80% vs 66.7%,P = 0.345)。三维组的局部复发率(50% vs 60%,P=0.244)和远处疾病复发率(20% vs 47%,P=0.132)更低。在随访结束时,三维组的总生存率更高(60% 对 40%,P=0.327)。两组的并发症发生率相似,深部感染率均为 40%。结论 与传统技术相比,使用三维导板切除原发性盆腔肿瘤不仅能获得更高的游离缘率,而且还显示出更高的局部、远处和总体无病生存率趋势。要验证这些临床趋势,有必要进行样本量更大、证据级别更高的进一步研究。
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引用次数: 0
[Translated article] Exploring the potential of artificial intelligence in traumatology: Conversational answers to specific questions. [译文]探索人工智能在创伤学中的潜力:对具体问题的对话式回答。
Q3 Medicine Pub Date : 2024-11-07 DOI: 10.1016/j.recot.2024.11.005
F Canillas Del Rey, M Canillas Arias

Background and objective: Generative artificial intelligence is a technology that provides greater connectivity with people through conversational bots ("chatbots"). These bots can engage in dialogue using natural language indistinguishable from humans and are a potential source of information for patients. The aim of this study is to examine the performance of these bots in solving specific issues related to orthopedic surgery and traumatology using questions from the Spanish MIR exam between 2008 and 2023.

Material and methods: Three "chatbot" models (ChatGPT, Bard and Perplexity) were analyzed by answering 114 questions from the MIR. Their accuracy was compared, the readability of their responses was evaluated, and their dependence on logical reasoning and internal and external information was examined. The type of error was also evaluated in the failures.

Results: ChatGPT obtained 72.81% correct answers, followed by Perplexity (67.54%) and Bard (60.53%). Bard provides the most readable and comprehensive responses. The responses demonstrated logical reasoning and the use of internal information from the question prompts. In 16 questions (14%), all three applications failed simultaneously. Errors were identified, including logical and information failures.

Conclusions: While conversational bots can be useful in resolving medical questions, caution is advised due to the possibility of errors. Currently, they should be considered as a developing tool, and human opinion should prevail over generative artificial intelligence.

导言:生成式人工智能是一种通过对话机器人("聊天机器人")与人建立更紧密联系的技术。这些机器人可以使用与人类无异的自然语言进行对话,是患者的潜在信息来源。本研究的目的是利用 2008 年至 2023 年期间西班牙 MIR 考试中的问题,考察这些机器人在解决与骨科手术和创伤学相关的具体问题时的表现。材料和方法 通过回答 MIR 中的 114 个问题,对三种 "聊天机器人 "模型(ChatGPT、Bard 和 Perplexity)进行了分析。比较了它们的准确性,评估了它们回答的可读性,并检查了它们对逻辑推理以及内部和外部信息的依赖性。此外,还对故障中的错误类型进行了评估。结果 ChatGPT 的正确率为 72.81%,其次是 Perplexity(67.54%)和 Bard(60.53%)。Bard 提供了最可读、最全面的答案。这些回答体现了逻辑推理和对问题提示内部信息的利用。在 16 个问题(14%)中,所有 3 个应用程序同时失败。发现的错误包括逻辑错误和信息错误。结论 虽然对话机器人在解决医疗问题方面很有用,但由于可能出现错误,建议谨慎使用。目前,对话机器人应被视为一种发展中的工具,人的意见应优先于生成式人工智能。
{"title":"[Translated article] Exploring the potential of artificial intelligence in traumatology: Conversational answers to specific questions.","authors":"F Canillas Del Rey, M Canillas Arias","doi":"10.1016/j.recot.2024.11.005","DOIUrl":"10.1016/j.recot.2024.11.005","url":null,"abstract":"<p><strong>Background and objective: </strong>Generative artificial intelligence is a technology that provides greater connectivity with people through conversational bots (\"chatbots\"). These bots can engage in dialogue using natural language indistinguishable from humans and are a potential source of information for patients. The aim of this study is to examine the performance of these bots in solving specific issues related to orthopedic surgery and traumatology using questions from the Spanish MIR exam between 2008 and 2023.</p><p><strong>Material and methods: </strong>Three \"chatbot\" models (ChatGPT, Bard and Perplexity) were analyzed by answering 114 questions from the MIR. Their accuracy was compared, the readability of their responses was evaluated, and their dependence on logical reasoning and internal and external information was examined. The type of error was also evaluated in the failures.</p><p><strong>Results: </strong>ChatGPT obtained 72.81% correct answers, followed by Perplexity (67.54%) and Bard (60.53%). Bard provides the most readable and comprehensive responses. The responses demonstrated logical reasoning and the use of internal information from the question prompts. In 16 questions (14%), all three applications failed simultaneously. Errors were identified, including logical and information failures.</p><p><strong>Conclusions: </strong>While conversational bots can be useful in resolving medical questions, caution is advised due to the possibility of errors. Currently, they should be considered as a developing tool, and human opinion should prevail over generative artificial intelligence.</p>","PeriodicalId":39664,"journal":{"name":"Revista Espanola de Cirugia Ortopedica y Traumatologia","volume":" ","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-11-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142630272","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
[Translated article] Approach and management of patients injured by bullfighting trauma. [译文]斗牛创伤患者的治疗方法和管理。
Q3 Medicine Pub Date : 2024-11-07 DOI: 10.1016/j.recot.2024.11.006
A Martínez-Hernández, G Jara-Benedetti, C Roig-Martí, C Ordóñez-Urgiles, J M Laguna-Sastre

Introduction: Bullfighting festivals are attributed to the cultural idiosyncrasies of the Ibero-American people, posing an extreme risk to the physical integrity of the participants. Spain is considered the country with the highest number of bull-related celebrations worldwide and, therefore, with the highest number of patients injured by bullfighting trauma treated, thus justifying a public health problem. The generalities associated with this type of trauma define the people injured as polytraumatised patients. In addition, it is important to know the kinematics of the injuries and their specific characteristics, in order to implement quality medical-surgical care.

Methods: scientific review of the literature to promote a comprehensive guide for the medical-surgical management of patients injured by bullfighting trauma.

Results: We described the guidelines to standardise protocols for in-hospital approach of patients injured by bullfighting trauma.

Conclusions: Bullfighting trauma is considered a real health problem in the emergency departments of the ibero-Americans countries, especially in Spain, where bullfighting is part of the national culture. The inherent characteristics of these animals cause injuries with special aspects, so it is important to know the generalities of bullfighting trauma. Because of the multidisciplinary approach, these guidelines are adressed to all healthcare providers involved in the management of these patients. It is essential to establish particular initial care for this type of injury, specific therapeutic action and follow-up based on the medical-surgical management of the trauma patient in order to reduce the associated morbidity and mortality.

导言:斗牛节是伊比利亚-美洲人民的特色文化活动,对参与者的人身安全构成极大威胁。西班牙被认为是世界上与斗牛有关的庆祝活动最多的国家,因此也是因斗牛受伤而接受治疗的患者人数最多的国家,这也是一个公共卫生问题。与这类创伤相关的一般情况将受伤者定义为多重创伤患者。此外,了解受伤的运动学特征及其具体特点也很重要,这样才能实施高质量的内外科治疗。方法:对文献进行科学回顾,以促进制定一份全面的指南,用于对斗牛创伤患者进行内外科治疗:结论:斗牛创伤被认为是一种严重的内伤:斗牛创伤在伊比利亚美洲国家的急诊科被视为一个真正的健康问题,尤其是在西班牙,因为斗牛是西班牙民族文化的一部分。斗牛动物的固有特性会造成特殊方面的伤害,因此了解斗牛创伤的一般情况非常重要。由于采用多学科方法,本指南面向所有参与此类患者治疗的医护人员。为了降低相关的发病率和死亡率,有必要根据创伤患者的内外科治疗方法,为这类创伤制定特殊的初始护理、具体的治疗措施和后续治疗。
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引用次数: 0
[Translated article] Surgical treatment of ipsilateral bifocal tibial fractures: a challenge for the surgeon. [译文]同侧双侧胫骨骨折的手术治疗:外科医生面临的挑战。
Q3 Medicine Pub Date : 2024-11-07 DOI: 10.1016/j.recot.2024.11.011
Amparo Ortega-Yago, Mariano Barrés-Carsí, Antonio Balfagón-Ferrer

Introduction The association of ipsilateral tibia fractures has a low incidence, being up to 3.2% of total tibia fractures. Currently there is no gold standard regarding the ideal surgical treatment. The objective of this study is to analyze the surgical treatment and the radiographic and functional results, as well as the associated complication rate of ipsilateral bifocal tibia fractures. Material and methods Retrospective observational study in our hospital from 2010 to 2022 of 24 patients who underwent bifocal fracture of the ipsilateral tibia. Demographic and surgical data and complications during follow-up were included. Results The 24 patients were classified into group 1 when they presented a fracture of the plateau and distal tibia (25%), group 2 with a fracture of the plateau and diaphysis (33%) and group 3 with a fracture of the diaphysis and distal tibia (42%). 3 patients underwent surgery with 1 implant and 21 patients with 2 implants. The average follow-up time in outpatient clinics was 2 and a half years. At one year, 22 patients (92%) had full weight bearing and 2 patients had partial weight bearing (8%) due to the sequelae of the fractures. The average time for consolidation of the diaphysis was 7.75 ± 2 months, with no significant differences observed between group 2 and group 3 (p = 0.06). The average time for consolidation of the metaphysis was 3.50 ± 1.5 months, with no significant differences observed between group 1 and group 2 (p = 0.065). 7 patients (30%) had complications during follow-up. Conclusions Bifocal tibia fractures can be treated using a combination of intramedullary nailing and plate osteosynthesis with good long-term results, obtaining an optimal union rate and low complications. In addition, it facilitates the reduction of the fracture, thus facilitating the patient's recovery and obtaining good long-term functional results.

引言 同侧胫骨骨折的发生率很低,仅占胫骨骨折总数的 3.2%。目前,理想的手术治疗方法尚无金标准。本研究旨在分析同侧双胫骨骨折的手术治疗、影像学和功能结果,以及相关并发症的发生率。材料与方法 2010年至2022年在我院对24例同侧胫骨双髁骨折患者进行的回顾性观察研究。研究内容包括人口统计学、手术数据和随访期间的并发症。结果 24例患者被分为第一组,即高原和胫骨远端骨折(25%);第二组,即高原和干骺端骨折(33%);第三组,即干骺端和胫骨远端骨折(42%)。3 名患者接受了植入 1 个假体的手术,21 名患者接受了植入 2 个假体的手术。门诊随访时间平均为两年半。一年后,22 名患者(92%)可以完全负重,2 名患者(8%)因骨折后遗症只能部分负重。骨骺的平均巩固时间为 7.75±2 个月,第 2 组和第 3 组之间无明显差异(P = 0.06)。骨骺的平均巩固时间为 3.50 ± 1.5 个月,第一组和第二组之间无明显差异(p = 0.065)。7 名患者(30%)在随访期间出现并发症。结论 采用髓内钉和钢板骨合成术联合治疗双侧胫骨骨折可取得良好的长期效果,获得最佳的愈合率和较低的并发症。此外,髓内钉还有助于缩小骨折,从而促进患者的康复,并获得良好的长期功能效果。
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引用次数: 0
[Translated article] Analysis of machine learning algorithmic models for the prediction of vital status at six months after hip fracture in patients older than 74 years. [译文]对机器学习算法模型进行分析,以预测 74 岁以上髋部骨折患者六个月后的生命体征状况。
Q3 Medicine Pub Date : 2024-11-07 DOI: 10.1016/j.recot.2024.11.008
I Calvo Lorenzo, I Uriarte Llano, M R Mateo Citores, Y Rojo Maza, U Agirregoitia Enzunza

Background and objective: The objective is to develop a model that predicts vital status six months after fracture as accurately as possible. For this purpose we will use five different data sources obtained through the National Hip Fracture Registry, the Health Management Unit and the Economic Management Department.

Material and methods: The study population is a cohort of patients over 74 years of age who suffered a hip fracture between May 2020 and December 2022. A warehouse is created from five different data sources with the necessary variables. An analysis of missing values and outliers as well as unbalanced classes of the target variable ("vital status") is performed. Fourteen different algorithmic models are trained with the training. The model with the best performance is selected and a fine tuning is performed. Finally, the performance of the selected model is analysed with test data.

Results: A data warehouse is created with 502 patients and 144 variables. The best performing model is Linear Regression. Sixteen of the 24 cases of deceased patients are classified as live, and 14 live patients are classified as deceased. A sensitivity of 31%, an accuracy of 34% and an area under the curve of 0.65 is achieved.

Conclusions: We have not been able to generate a model for the prediction of six-month survival in the current cohort. However, we believe that the method used for the generation of algorithms based on machine learning can serve as a reference for future works.

背景和目标 我们的目标是建立一个模型,尽可能准确地预测骨折后 6 个月的生命状态。为此,我们将使用从国家髋部骨折登记处、健康管理部和经济管理部获得的五个不同数据源。材料和方法 研究对象为 2020 年 5 月至 2022 年 12 月期间髋部骨折的 74 岁以上患者。从五个不同的数据源创建了一个包含必要变量的仓库。对目标变量("生命体征")的缺失值、异常值以及不平衡类进行分析。利用训练结果对 14 种不同的算法模型进行训练。选出性能最佳的模型并进行微调。最后,利用测试数据对所选模型的性能进行分析。结果 创建了一个包含 502 名患者和 144 个变量的数据仓库。性能最好的模型是线性回归模型。24 例死亡患者中有 16 例被归类为存活患者,14 例存活患者被归类为死亡患者。灵敏度为 31%,准确度为 34%,曲线下面积为 0.65。结论 我们未能在目前的队列中生成预测 6 个月生存率的模型。不过,我们相信,基于机器学习的算法生成方法可为今后的工作提供参考。
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引用次数: 0
New times, same objectives. 新的时代,同样的目标。
Q3 Medicine Pub Date : 2024-11-06 DOI: 10.1016/j.recot.2024.11.001
M Herrera-Pérez
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引用次数: 0
[Translated article] Evaluation, differential diagnosis and treatment of vertebral osteoporosis: How to avoid the occurrence of new fractures [椎体骨质疏松症的评估、鉴别诊断和治疗:如何避免出现新的骨折。
Q3 Medicine Pub Date : 2024-11-01 DOI: 10.1016/j.recot.2024.08.008
M. Nikitsina , P. Quiroga-Colina , S. Castañeda
Osteoporosis is a highly prevalent and multifactorial disease whose main manifestation is the appearance of fragility or low-impact fractures. The most frequent locations of osteoporotic fractures occur at the vertebrae, femoral, distal end of the radius and humerus. Osteoporotic vertebral fracture deserves special mention among them due to its prevalence, importance as it often goes unnoticed and medium-long term consequences are: pain, deformity, disability and deterioration in quality of life. In this review we will focus on the classification and initial evaluation of the patient with osteoporosis, estimation of risk factors, laboratory and imaging studies for an adequate assessment using simple radiography, dual densitometry and magnetic resonance imaging. We will also address the main aspects of the differential diagnosis, treatment and prevention of vertebral fragility fracture, briefly reviewing the main therapeutic agents currently used for its prevention and treatment.
骨质疏松症是一种多因素导致的高发疾病,主要表现为脆性或低冲击性骨折。骨质疏松性骨折最常见的部位是脊椎、股骨、桡骨远端和肱骨。其中值得特别一提的是椎体骨质疏松性骨折,因为其发病率高、重要性大,而且常常不被人注意,中长期后果是:疼痛、畸形、残疾和生活质量下降。在这篇综述中,我们将重点讨论骨质疏松症患者的分类和初步评估、风险因素评估、实验室和影像学研究,以便使用简单的射线照相术、双密度测量法和磁共振成像进行充分评估。我们还将讨论椎体脆性骨折的鉴别诊断、治疗和预防的主要方面,并简要回顾目前用于预防和治疗椎体脆性骨折的主要治疗药物。
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引用次数: 0
期刊
Revista Espanola de Cirugia Ortopedica y Traumatologia
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