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Association between postoperative complications and hospital length of stay: a large-scale observational study of 4,495,582 patients in the American College of Surgeons National Surgical Quality Improvement Program (ACS-NSQIP) registry. 术后并发症与住院时间之间的关系:美国外科学院国家外科质量改进计划(ACS-NSQIP)登记处对 4495582 名患者进行的大规模观察研究。
IF 2.6 Q1 SURGERY Pub Date : 2024-10-01 DOI: 10.1186/s13037-024-00409-9
Garrett L Healy, Christina M Stuart, Adam R Dyas, Michael R Bronsert, Robert A Meguid, Tochi Anioke, Ahmad M Hider, Richard D Schulick, William G Henderson

Background: Precise estimates of risk-adjusted increases in postoperative length of stay (LOS) associated with postoperative complications across a range of complications and operations are not available in the existing literature.

Methods: Associations between preoperative characteristics, postoperative complications and postoperative LOS were tested using medians, interquartile ranges, and nonparametric rank sum tests in a retrospective cohort study using the 2005-2018 American College of Surgeons National Surgical Quality Improvement Program (ACS-NSQIP) dataset. A negative binomial model was used with postoperative LOS as the dependent variable and preoperative characteristics and postoperative complications as independent variables. The model was applied to estimate each patient's postoperative LOS with and without each postoperative complication to measure the association between each complication and risk-adjusted change in postoperative LOS.

Results: A total of 4,495,582 patients were included. After risk-adjustment, occurrence of each postoperative complication was associated with significantly increased postoperative LOS (between + 3.9 and + 20.1 days, p < 0.0001). The longest risk-adjusted postoperative LOS increases were associated with prolonged ventilator use (+ 20.1 days), wound disruption (+ 19.4 days), and acute renal failure (+ 17.1 days).

Conclusion: Occurrence of any postoperative complication was associated with increased risk-adjusted postoperative LOS. Degree of increase varied by complication. These data could be useful for patient counseling, allocation of resources, discharge planning, and quality improvement efforts.

背景:现有文献中还没有关于术后并发症导致的术后住院时间(LOS)增加的风险调整后的精确估计:方法:在一项回顾性队列研究中,使用 2005-2018 年美国外科学院国家外科质量改进计划(ACS-NSQIP)数据集,使用中位数、四分位间范围和非参数秩和检验对术前特征、术后并发症和术后住院时间之间的相关性进行了检验。采用负二项模型,以术后 LOS 为因变量,术前特征和术后并发症为自变量。该模型用于估算每位患者在出现和未出现每种术后并发症时的术后住院时间,以衡量每种并发症与风险调整后的术后住院时间变化之间的关联:结果:共纳入 4495582 名患者。经过风险调整后,每种术后并发症的发生都与术后 LOS 的显著增加有关(介于 + 3.9 天和 + 20.1 天之间,p 结论:每种术后并发症的发生都与术后 LOS 的显著增加有关(介于 + 3.9 天和 + 20.1 天之间,p 结论):任何一种术后并发症的发生都与风险调整后的术后 LOS 增加有关。不同并发症导致的延长程度不同。这些数据对患者咨询、资源分配、出院计划和质量改进工作很有帮助。
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引用次数: 0
Improving surgical technical skills for emergency fixation of unstable pelvic ring fractures: an experimental study using a pelvic ring fracture simulator. 提高紧急固定不稳定骨盆环骨折的手术技术:使用骨盆环骨折模拟器的实验研究。
IF 2.6 Q1 SURGERY Pub Date : 2024-09-27 DOI: 10.1186/s13037-024-00412-0
Felix Karl-Ludwig Klingebiel, Kenichi Sawauchi, Anne Mittlmeier, Yannik Kalbas, Till Berk, Sascha Halvachizadeh, Michel Teuben, Valentin Neuhaus, Cyril Mauffrey, Hans-Christoph Pape, Roman Pfeifer

Background: The management of hemodynamically unstable pelvic ring injuries necessitates surgical intervention, often involving procedures such as external fixation and percutaneous screw placement. Given the infrequent performance of these procedures, regular training is imperative to ensure readiness for emergencies. Our pre- post simulation study aimed to adapt and validate a realistic simulation model for stabilizing unstable pelvic ring injuries, facilitating participants' knowledge retention and procedural confidence enhancement.

Methods: A standardized simulator of an unstable pelvic ring utilizing synthetic pelvic bones featuring complete disruption of the symphysis and sacroiliac joint was developed. Trauma surgeons of a level one academic hospital were invited to perform external fixation and emergency sacroiliac screw application under C-arm guidance. Prior to and following the simulation session, participants completed a subjective questionnaire assessing their confidence in emergency interventions on a 10-point Likert scale (10-LS). Objective parameters, such as intraoperative imaging quality, reduction accuracy, and the positioning of screws, wires, and external fixators, were also evaluated as secondary outcome measures.

Results: Fifteen trauma surgeons (10 residents, 5 consultants) participated in the simulation over the course of one day. The mean total operation time was 20.34 ± 6.06 min, without significant differences between consultants and residents (p = 0.604). The confidence for emergency SI-Screw placement increased significantly after the simulator (10-LS: Before = 3.8 ± 3.08 vs. After = 5.67 ± 2.35; p = 0.002) as well as after external fixation (10-LS: Before = 3.93 ± 2.79 vs. After = 6.07 ± 2.52; p = 0.002). In addition, confidence in (intraoperative) pelvic imaging increased significantly (10-LS: Before = 4.60 ± 3.0 vs. After = 6.53 ± 2.39; p = 0.011). Overall, the model was rated as a realistic simulation of clinical practice (10-LS = 7.87 ± 1.13).

Conclusions: Our unstable pelvis fracture model is a tool to practice emergency interventions such as external fixation and percutaneous techniques. Participants benefitted from this in terms of technical instrumentation as well as intraoperative imaging. Further studies are required to validate the objective benefits and improvements that participants undergo through frequent training.

背景:在处理血流动力学不稳定的骨盆环损伤时,必须进行外科干预,通常涉及外固定和经皮螺钉置入等手术。由于这些手术并不常见,因此必须进行定期培训,以确保为紧急情况做好准备。我们的术前术后模拟研究旨在调整和验证用于稳定不稳定骨盆环损伤的逼真模拟模型,促进参与者的知识保持和程序信心的增强:方法: 利用合成骨盆骨开发了不稳定骨盆环的标准化模拟器,其特点是完全破坏骨盆骨联合和骶髂关节。一家一级学术医院的创伤外科医生受邀在 C 臂引导下进行外固定和紧急骶髂螺钉应用。在模拟训练之前和之后,参与者填写了一份主观问卷,以 10 点李克特量表(10-LS)评估他们对紧急介入治疗的信心。客观参数,如术中成像质量、还原准确性以及螺钉、钢丝和外固定器的定位,也作为次要结果指标进行评估:15 名创伤外科医生(10 名住院医师、5 名顾问)参加了为期一天的模拟手术。平均手术总时间为 20.34 ± 6.06 分钟,顾问和住院医师之间无显著差异(p = 0.604)。使用模拟器后,紧急放置 SI 螺钉的信心明显增加(10-LS:前 = 3.8 ± 3.08 vs. 后 = 5.67 ± 2.35;p = 0.002),外固定的信心也明显增加(10-LS:前 = 3.93 ± 2.79 vs. 后 = 6.07 ± 2.52;p = 0.002)。此外,对(术中)骨盆成像的信心也显著增加(10-LS:术前 = 4.60 ± 3.0 vs. 术后 = 6.53 ± 2.39;p = 0.011)。总体而言,该模型被评为对临床实践的真实模拟(10-LS = 7.87 ± 1.13):我们的不稳定骨盆骨折模型是练习外固定和经皮技术等紧急干预措施的工具。结论:我们的不稳定骨盆骨折模型是外固定和经皮技术等紧急干预措施的练习工具,参与者在技术器械和术中成像方面都能从中受益。还需要进一步的研究来验证参与者通过频繁训练所获得的客观收益和进步。
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引用次数: 0
Efficacy of a novel oxygen scavenger mask in reducing local oxygen concentrations below the surgical fire risk threshold: an experimental proof-of-concept study. 新型氧气清除面罩在将局部氧气浓度降至手术火灾风险阈值以下方面的功效:概念验证实验研究。
IF 2.6 Q1 SURGERY Pub Date : 2024-09-12 DOI: 10.1186/s13037-024-00411-1
Christopher D Yang, Teresa H Chen, Jeremiah P Tao

Background: This study aims to evaluate the efficacy of an oxygen scavenging mask device in reducing local oxygen concentrations from nasal cannula ventilation compared to a standard open facial surgical field.

Methods: This is a controlled experiment using a custom-fabricated silicone midfacial oxygen scavenging device, SimMan airway management trainer manikin (Laerdal Medical, Stavanger, Norway), handheld oxygen detector (Forensics Detectors, Los Angeles, United States) and oxygen from a Datex Ohmeda Aisys Carestation anesthesia unit (GE HealthCare, Chicago, United States). Oxygen concentrations were measured at 18 facial landmarks (Fig. 1) with nasal cannula flow of 2, 4, and 6 L/min of 100% FiO2 in both masked and unmasked conditions (Fig. 2).

Results: The mean oxygen concentration in the facial surgical field was 20.95% with the scavenger mask and 24.8% without (P < 0.001; two-tailed paired t-test). The unmasked condition was associated with suprathreshold oxygen concentration levels at 13 of 18 facial landmarks (Table 1). The device significantly reduced local oxygen concentration at 16 of 18 facial landmarks (Table 1). The device provided safe oxygen concentration levels at all three flow rates, and measured oxygen concentrations directly correlated with oxygen flow rate in the unmasked condition (Table 2).

Conclusions: An oxygen scavenger mask device reduced local oxygen concentrations from nasal cannula ventilation to below the 23% fire threshold in the entire facial surgical field external to the mask in these experiments. The device may reduce intraoperative fire risk in patients that require supplementary oxygen during surgery.

背景:本研究旨在评估氧气清除面罩装置与标准开放式面部手术野相比,在降低鼻插管通气的局部氧气浓度方面的功效:本研究旨在评估与标准开放式面部手术野相比,氧气清除面罩装置在降低鼻插管通气产生的局部氧气浓度方面的功效:这是一项对照实验,使用了定制的硅胶中面部氧气清除装置、SimMan 气道管理训练模拟人(Laerdal Medical,挪威斯塔万格)、手持式氧气检测器(Forensics Detectors,美国洛杉矶)和来自 Datex Ohmeda Aisys Carestation 麻醉装置(GE HealthCare,美国芝加哥)的氧气。在戴面罩和不戴面罩的情况下(图 2),鼻插管流量为 2、4 和 6 升/分钟的 100% FiO2 时,在 18 个面部地标(图 1)处测量了氧气浓度:结果:使用清氧面罩时,面部手术区域的平均氧气浓度为 20.95%,而不使用清氧面罩时为 24.8%(P 结论:清氧面罩装置降低了面部手术区域的平均氧气浓度:在这些实验中,氧气清除器面罩装置将鼻插管通气产生的局部氧气浓度降至面罩外部整个面部手术区域的 23% 火阈值以下。该装置可降低手术期间需要补充氧气的患者的术中起火风险。
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引用次数: 0
Unintentionally retained lap sponge mimicking an ovarian cyst two years after Caesarean section in a 37-year old patient: case report of a rare "never event" in Sudan. 一名 37 岁患者在剖腹产两年后无意中留置了模仿卵巢囊肿的腹腔海绵:苏丹罕见 "从未发生过的事件 "病例报告。
IF 2.6 Q1 SURGERY Pub Date : 2024-08-16 DOI: 10.1186/s13037-024-00407-x
Hagir Osman Ahmed Elamin, M Sayed Masoud, Khattab Saeed Elkhazin Mohamed Ali, Hiba Awadelkareem Osman Fadl, Abdelrahman Hamza Abdelmoneim Hamza, Hind Abashar Mohamed Basheer, Mohamed Alfaraja

Introduction: This case report reports an unusual occurrence of gossypiboma, which refers to the accidental retention of surgical materials like sponges in the peritoneal cavity. The term is derived from "gossypium" (cotton) and "boma" (place of concealment). Its incidence varies with surgical type, posing diagnostic challenges due to nonspecific symptoms and equivocal imaging. Despite its rarity, gossypiboma poses significant risks, including intestinal obstruction and abscess formation.

Case presentation: A 37-year-old woman with ten previous pregnancies and an emergent caesarean section presented with abdominal pain. Examination and ultrasound suggested an ovarian cyst. During surgery, a 10 × 10 cm gauze-filled mass adherent to the ovary and jejunum was found. Postoperatively, she recovered well with no complications. The patient was treated with intravenous fluids and antibiotics for five days post-surgery and recovered without any complications. She was discharged from the hospital five days after the procedure.

Conclusion: To the best of our knowledge, this is the first reported case of gossypiboma in Sudan in 2024, highlighting diagnostic challenges and the need for preventive protocols. Root cause analysis of accidents, enhanced training, application of advanced technologies and a collaborative culture in the operating room can prevent the occurrence of such incidents. This case underscores the importance of meticulous surgical protocols and continuous improvement in safety measures to prevent retained surgical items, ensuring patient safety and optimal outcomes.

导言:gossypiboma 是指手术材料(如海绵)意外滞留在腹腔内。该术语源于 "gossypium"(棉花)和 "boma"(藏匿处)。其发病率因手术类型而异,由于症状无特异性和影像学表现不明确,给诊断带来了挑战。尽管格氏肉芽肿很少见,但它具有很大的风险,包括肠梗阻和脓肿形成:病例介绍:一名 37 岁的妇女因腹痛前来就诊,她曾十次怀孕并进行过紧急剖腹产手术。检查和超声波检查提示为卵巢囊肿。手术中发现一个 10 × 10 厘米的纱布填充肿块,与卵巢和空肠粘连。术后,她恢复良好,没有出现并发症。术后患者接受了为期五天的静脉输液和抗生素治疗,恢复良好,未出现任何并发症。术后五天她就出院了:据我们所知,这是 2024 年苏丹报告的首例肉芽肿病例,凸显了诊断方面的挑战和制定预防方案的必要性。对事故进行根本原因分析、加强培训、应用先进技术以及在手术室建立协作文化,可以防止此类事故的发生。本病例强调了一丝不苟的手术规程和不断改进安全措施的重要性,以防止手术物品滞留,确保患者安全和最佳治疗效果。
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引用次数: 0
Opioid exit plans for tapering postoperative pain control in noncancer patients: a systematic review. 非癌症患者术后止痛的阿片类药物退出计划:系统综述。
IF 2.6 Q1 SURGERY Pub Date : 2024-07-30 DOI: 10.1186/s13037-024-00408-w
Marcel Rainer, Sarah Maleika Ommerli, Andrea Michelle Burden, Leo Betschart, Dominik Stämpfli

Background: A growing number of countries have reported sharp increases in the use and harm of opioid analgesics. High rates of new opioid initiation are observed in postoperative patients. In response, various tertiary care institutions have developed opioid exit plans (OEPs) to curb potential opioid-related harm.

Methods: PubMed and Embase were systematically searched to identify, summarize, and compare the interventional elements of OEPs for postoperative patient populations published from January 1, 2000, to June 4, 2024. Two researchers independently screened the articles for eligibility following the PRISMA 2020 guidelines, extracted the data, and assessed the study quality and risk of bias. Data synthesis was performed for study characteristics, intervention details, efficacy, and development.

Results: A total of 2,585 articles were screened, eight of which met the eligibility criteria. All studies were conducted in North America and focused on orthopedic surgery patients following total hip or knee arthroplasty (n = 5) or neurosurgery (n = 3). Most studies (n = 7) included a pre-post (n = 4) or randomized clinical design (n = 3). Three studies were of good quality, and none had a low risk of bias. The interventions varied and ranged from educational sessions (n = 1) to individualized tapering protocols (n = 4) or a combination of the two (n = 2). Key elements were instructions on how to anticipate patients' postoperative need for opioid analgesics and tapering strategies based on 24-h predischarge opioid consumption. Six studies included efficacy as an endpoint in their analysis, of which four assessed statistical significance, with all four identifying that the OEPs were successful in reducing postoperative opioid use.

Conclusion: Despite differences in design and implementation, the identified OEPs suggest that they are efficacious in reducing outpatient opioid consumption. They provide a robust estimate of postoperative analgesic requirements and a rationale for tapering duration and rate. However, more rigorous studies are needed to evaluate their real-world effectiveness.

背景:越来越多的国家报告阿片类镇痛药的使用和危害急剧增加。据观察,术后患者开始使用阿片类药物的比例很高。为此,多家三级医疗机构制定了阿片类药物退出计划(OEP),以遏制阿片类药物相关的潜在危害:方法:对 PubMed 和 Embase 进行了系统检索,以识别、总结和比较 2000 年 1 月 1 日至 2024 年 6 月 4 日期间发表的针对术后患者群体的 OEPs 干预要素。两名研究人员按照 PRISMA 2020 指南独立筛选文章,提取数据,评估研究质量和偏倚风险。对研究特点、干预细节、疗效和发展进行了数据综合:共筛选出 2,585 篇文章,其中 8 篇符合资格标准。所有研究均在北美进行,主要针对接受全髋关节或膝关节置换术(5 项)或神经外科手术(3 项)的骨科手术患者。大多数研究(7 项)采用了前后对比(4 项)或随机临床设计(3 项)。三项研究的质量良好,无一存在低偏倚风险。干预措施各不相同,从教育课程(1 项)到个性化减药方案(4 项)或两者结合(2 项)。主要内容包括指导如何预测患者术后对阿片类镇痛药的需求,以及根据患者出院前24小时的阿片类药物消耗量制定减量策略。六项研究在分析中将疗效作为终点,其中四项研究评估了统计显著性,所有四项研究都认为OEPs成功地减少了术后阿片类药物的使用:结论:尽管在设计和实施方面存在差异,但已确定的OEPs表明,它们在减少门诊阿片类药物的使用方面是有效的。它们提供了对术后镇痛剂需求量的可靠估算,并为缩减持续时间和速度提供了依据。不过,还需要更严格的研究来评估其实际效果。
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引用次数: 0
Artificial intelligence model for automated surgical instrument detection and counting: an experimental proof-of-concept study. 用于自动检测和计数手术器械的人工智能模型:概念验证实验研究。
IF 2.6 Q1 SURGERY Pub Date : 2024-07-21 DOI: 10.1186/s13037-024-00406-y
Ekamjit S Deol, Grant Henning, Spyridon Basourakos, Ranveer M S Vasdev, Vidit Sharma, Nicholas L Kavoussi, R Jeffrey Karnes, Bradley C Leibovich, Stephen A Boorjian, Abhinav Khanna

Background: Retained surgical items (RSI) are preventable events that pose a significant risk to patient safety. Current strategies for preventing RSIs rely heavily on manual instrument counting methods, which are prone to human error. This study evaluates the feasibility and performance of a deep learning-based computer vision model for automated surgical tool detection and counting.

Methods: A novel dataset of 1,004 images containing 13,213 surgical tools across 11 categories was developed. The dataset was split into training, validation, and test sets at a 60:20:20 ratio. An artificial intelligence (AI) model was trained on the dataset, and the model's performance was evaluated using standard object detection metrics, including precision and recall. To simulate a real-world surgical setting, model performance was also evaluated in a dynamic surgical video of instruments being moved in real-time.

Results: The model demonstrated high precision (98.5%) and recall (99.9%) in distinguishing surgical tools from the background. It also exhibited excellent performance in differentiating between various surgical tools, with precision ranging from 94.0 to 100% and recall ranging from 97.1 to 100% across 11 tool categories. The model maintained strong performance on a subset of test images containing overlapping tools (precision range: 89.6-100%, and recall range 97.2-98.2%). In a real-time surgical video analysis, the model maintained a correct surgical tool count in all non-transition frames, with a median inference speed of 40.4 frames per second (interquartile range: 4.9).

Conclusion: This study demonstrates that using a deep learning-based computer vision model for automated surgical tool detection and counting is feasible. The model's high precision and real-time inference capabilities highlight its potential to serve as an AI safeguard to potentially improve patient safety and reduce manual burden on surgical staff. Further validation in clinical settings is warranted.

背景:残留手术器械 (RSI) 是可预防的事件,对患者安全构成重大风险。目前预防 RSI 的策略主要依赖人工器械计数方法,而这种方法很容易出现人为错误。本研究评估了基于深度学习的计算机视觉模型用于自动手术工具检测和计数的可行性和性能:方法:开发了一个新颖的数据集,该数据集包含 1,004 张图像,包含 11 个类别的 13,213 件手术工具。数据集按 60:20:20 的比例分为训练集、验证集和测试集。人工智能(AI)模型在数据集上进行了训练,并使用标准对象检测指标(包括精确度和召回率)对模型的性能进行了评估。为了模拟真实世界的手术环境,还在实时移动器械的动态手术视频中对模型性能进行了评估:结果:该模型在将手术工具与背景区分开来方面表现出很高的精确度(98.5%)和召回率(99.9%)。该模型在区分各种手术工具方面也表现出色,在 11 个工具类别中,精确度从 94.0% 到 100% 不等,召回率从 97.1% 到 100% 不等。该模型在包含重叠工具的测试图像子集上保持了强劲的性能(精确度范围:89.6%-100%,召回率范围:97.2%-98.2%)。在实时手术视频分析中,该模型在所有非过渡帧中都保持了正确的手术工具计数,推理速度中位数为每秒 40.4 帧(四分位间范围:4.9):本研究表明,使用基于深度学习的计算机视觉模型进行自动手术工具检测和计数是可行的。该模型的高精度和实时推理能力凸显了其作为人工智能保障措施的潜力,有可能提高患者的安全性并减轻手术人员的人工操作负担。还需要在临床环境中进一步验证。
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引用次数: 0
Root causes of first-case start time delays for elective surgical procedures: a prospective multicenter observational cohort study in Ethiopia. 择期手术首例启动时间延迟的根本原因:埃塞俄比亚前瞻性多中心观察队列研究。
IF 2.6 Q1 SURGERY Pub Date : 2024-07-15 DOI: 10.1186/s13037-024-00405-z
Meseret Firde, Biresaw Ayine, Getachew Mekete, Amanuel Sisay, Tikuneh Yetneberk

Background: Delays in surgery start times can lead to poor patient outcomes and considerable increases in healthcare expenditures. This is especially true in developing countries that often face systemic inefficiencies, such as a shortage of operating rooms and trained surgical personnel. With substantial effects on patient outcomes, healthcare efficiency, and resource allocation, identifying delays in first-case elective surgery is a crucial area of research.

Methods: A multicenter observational study was conducted at three comprehensive and specialized hospitals in the Amhara region of Ethiopia from May 1 to October 30, 2023. The primary aim of the study was to determine the occurrence of late first-case start times, defined as a patient being in the operating room at or after the hospital's incision time of 2:30 a.m. The secondary aim was to discover potential root causes of delayed first-case start times. All patients scheduled for elective surgery as the first case on the operating list throughout the study period were included in the study. Every emergency, day case, after-hours case, and canceled case was excluded.

Results: A total of 530 surgical patients were included during the study window from May 1 to October 1, 2023. Of these, 41.5% were general surgeries, 20.4% were gynecology and obstetrics surgeries, and 13.2% were orthopedic surgery procedures. Before the procedure started, nine (1.7%) of the participants had prolonged discussion with a member of the surgical team. Patients who arrived in the operating room waiting area at or after 2:30 a.m. were 2.5 times more likely to experience a first-case start time delay than those who arrived before or at 2:00 a.m. (AOR = 2.50; 95% CI: 1.13-5.14). Furthermore, participants with abnormal investigation results were 2.4 times more likely to have a late first-case start time (AOR = 2.41; 95% CI: 1.06, 5.50). Moreover, the odds of a late first-case start time were increased by 10.53 times with the surgeon being in the operating room at or after 2:30 a.m. (AOR = 10.53; 95% CI: 5.51, 20.11).

Conclusion: The research highlights a significant occurrence of delayed start times for the first elective surgical procedures. Therefore, directing attention to aspects such as ensuring patients and surgical teams arrive promptly (by or before 2:00 a.m.) and timely evaluation and communication of investigative findings before the scheduled surgery day could facilitate efforts to maximize operating room efficiency and enhance patient health outcomes.

背景:手术开始时间的延迟会导致患者治疗效果不佳和医疗支出大幅增加。这在发展中国家尤为明显,因为这些国家经常面临系统性效率低下的问题,如手术室和训练有素的手术人员短缺。首例择期手术的延迟对患者预后、医疗效率和资源分配都有重大影响,因此识别首例择期手术的延迟是一个至关重要的研究领域:一项多中心观察研究于 2023 年 5 月 1 日至 10 月 30 日在埃塞俄比亚阿姆哈拉地区的三家综合专科医院进行。研究的主要目的是确定首例手术开始时间过晚的情况,即患者在医院规定的凌晨 2:30 手术时间或之后才进入手术室。在整个研究期间,所有计划作为手术名单上第一个病例进行择期手术的患者都被纳入研究范围。所有急诊、日间病例、下班后病例和取消病例均被排除在外:结果:在 2023 年 5 月 1 日至 10 月 1 日的研究期间,共纳入了 530 名手术患者。其中,41.5% 为普通外科手术,20.4% 为妇产科手术,13.2% 为骨科手术。在手术开始前,9 名参与者(1.7%)与手术团队成员进行了长时间的讨论。与凌晨 2:00 之前或 2:00 之后到达手术室等候区的患者相比,凌晨 2:30 之后到达手术室的患者发生首例手术开始时间延迟的可能性要高 2.5 倍(AOR = 2.50;95% CI:1.13-5.14)。此外,检查结果异常的参试者第一例手术开始时间推迟的几率是其他参试者的 2.4 倍(AOR = 2.41;95% CI:1.06, 5.50)。此外,如果外科医生在凌晨 2:30 或之后进入手术室,第一例手术开始时间推迟的几率会增加 10.53 倍(AOR = 10.53;95% CI:5.51, 20.11):研究结果表明,首次择期手术的开始时间延迟现象非常明显。因此,关注确保患者和手术团队准时到达(凌晨 2:00 或之前)以及在预定手术日之前及时评估和沟通检查结果等方面,有助于最大限度地提高手术室效率并改善患者的健康状况。
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引用次数: 0
The role of big data management, data registries, and machine learning algorithms for optimizing safe definitive surgery in trauma: a review. 大数据管理、数据登记和机器学习算法在优化创伤安全明确手术中的作用:综述。
IF 2.6 Q1 Medicine Pub Date : 2024-06-20 DOI: 10.1186/s13037-024-00404-0
Hans-Christoph Pape, Adam J Starr, Boyko Gueorguiev, Guido A Wanner

Digital data processing has revolutionized medical documentation and enabled the aggregation of patient data across hospitals. Initiatives such as those from the AO Foundation about fracture treatment (AO Sammelstudie, 1986), the Major Trauma Outcome Study (MTOS) about survival, and the Trauma Audit and Research Network (TARN) pioneered multi-hospital data collection. Large trauma registries, like the German Trauma Registry (TR-DGU) helped improve evidence levels but were still constrained by predefined data sets and limited physiological parameters. The improvement in the understanding of pathophysiological reactions substantiated that decision making about fracture care led to development of patient's tailored dynamic approaches like the Safe Definitive Surgery algorithm. In the future, artificial intelligence (AI) may provide further steps by potentially transforming fracture recognition and/or outcome prediction. The evolution towards flexible decision making and AI-driven innovations may be of further help. The current manuscript summarizes the development of big data from local databases and subsequent trauma registries to AI-based algorithms, such as Parkland Trauma Mortality Index and the IBM Watson Pathway Explorer.

数字化数据处理彻底改变了医疗文件的记录方式,并实现了跨医院的病人数据汇总。AO 基金会关于骨折治疗的研究(AO Sammelstudie,1986 年)、关于存活率的重大创伤结果研究(MTOS)以及创伤审计与研究网络(TARN)等项目都是多医院数据收集的先驱。德国创伤登记处(TR-DGU)等大型创伤登记处有助于提高证据水平,但仍受到预定义数据集和有限生理参数的限制。对病理生理反应认识的提高为骨折护理决策提供了依据,从而开发出了为患者量身定制的动态方法,如安全终末手术算法。未来,人工智能(AI)可能会进一步改变骨折识别和/或结果预测。向灵活决策和人工智能驱动的创新演进可能会带来更多帮助。本手稿总结了从本地数据库和随后的创伤登记到基于人工智能算法的大数据发展,如帕克兰创伤死亡率指数和IBM沃森路径资源管理器。
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引用次数: 0
Assessing the predictive capability of machine learning models in determining clinical outcomes for patients with cervical spondylotic myelopathy treated with laminectomy and posterior spinal fusion. 评估机器学习模型在确定接受椎板切除术和脊柱后路融合术治疗的颈椎病患者临床疗效方面的预测能力。
IF 3.7 Q1 Medicine Pub Date : 2024-06-06 DOI: 10.1186/s13037-024-00403-1
Ehsan Alimohammadi, Elnaz Fatahi, Alireza Abdi, Seyed Reza Bagheri

Background: Cervical spondylotic myelopathy (CSM) is a prevalent degenerative condition resulting from spinal cord compression and injury. Laminectomy with posterior spinal fusion (LPSF) is a commonly employed treatment approach for CSM patients. This study aimed to assess the effectiveness of machine learning models (MLMs) in predicting clinical outcomes in CSM patients undergoing LPSF.

Methods: A retrospective analysis was conducted on 329 CSM patients who underwent LPSF at our institution from Jul 2017 to Jul 2023. Neurological outcomes were evaluated using the modified Japanese Orthopaedic Association (mJOA) scale preoperatively and at the final follow-up. Patients were categorized into two groups based on clinical outcomes: the favorable group (recovery rates ≥ 52.8%) and the unfavorable group (recovery rates < 52.8%). Potential predictors for poor clinical outcomes were compared between the groups. Four MLMs-random forest (RF), logistic regression (LR), support vector machine (SVM), and k-nearest neighborhood (k-NN)-were utilized to predict clinical outcome. RF model was also employed to identify factors associated with poor clinical outcome.

Results: Out of the 329 patients, 185 were male (56.2%) and 144 were female (43.4%), with an average follow-up period of 17.86 ± 1.74 months. Among them, 267 patients (81.2%) had favorable clinical outcomes, while 62 patients (18.8%) did not achieve favorable results. Analysis using binary logistic regression indicated that age, preoperative mJOA scale, and symptom duration (p < 0.05) were independent predictors of unfavorable clinical outcomes. All models performed satisfactorily, with RF achieving the highest accuracy of 0.922. RF also displayed superior sensitivity and specificity (sensitivity = 0.851, specificity = 0.944). The Area under the Curve (AUC) values for RF, Logistic LR, SVM, and k-NN were 0.905, 0.827, 0.851, and 0.883, respectively. The RF model identified preoperative mJOA scale, age, symptom duration, and MRI signal changes as the most significant variables associated with poor clinical outcomes in descending order.

Conclusions: This study highlighted the effectiveness of machine learning models in predicting the clinical outcomes of CSM patients undergoing LPSF. These models have the potential to forecast clinical outcomes in this patient population, providing valuable prognostic insights for preoperative counseling and postoperative management.

背景:颈椎脊髓病(CSM)是一种因脊髓受压和损伤而导致的常见退行性病变。椎板切除加脊柱后路融合术(LPSF)是CSM患者常用的治疗方法。本研究旨在评估机器学习模型(MLM)在预测接受脊柱后路融合术的CSM患者临床结果方面的有效性:对2017年7月至2023年7月期间在我院接受LPSF治疗的329例CSM患者进行了回顾性分析。术前和最终随访时使用改良日本矫形外科协会(mJOA)量表评估神经功能结果。根据临床结果将患者分为两组:良好组(痊愈率≥ 52.8%)和不良组(痊愈率 Results:在 329 例患者中,男性 185 例(56.2%),女性 144 例(43.4%),平均随访时间为(17.86 ± 1.74)个月。其中,267 名患者(81.2%)临床疗效良好,62 名患者(18.8%)疗效不佳。使用二元逻辑回归进行的分析表明,年龄、术前 mJOA 量表和症状持续时间(p 结论:该研究强调了机器学习的有效性:本研究强调了机器学习模型在预测接受 LPSF 的 CSM 患者临床结果方面的有效性。这些模型有望预测这类患者的临床预后,为术前咨询和术后管理提供有价值的预后见解。
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引用次数: 0
Macintosh-style videolaryngoscope use for tracheal intubation in elective surgical patients revisited: a sub-analysis of the 2022 Cochrane review data. 重新审视 Macintosh 型视频喉镜在择期手术患者气管插管中的应用:对 2022 年 Cochrane 综述数据的子分析。
IF 3.7 Q1 Medicine Pub Date : 2024-05-28 DOI: 10.1186/s13037-024-00402-2
Alistair F McNarry, Patrick Ward, Ubong Silas, Rhodri Saunders, Sita J Saunders

The Cochrane systematic review and meta-analysis published in 2022 that compared videolaryngoscopy (VL) with direct laryngoscopy (DL) for facilitating tracheal intubation in adults found that all three types of VL device (Macintosh-style, hyper-angulated and channeled) reduced the risk of failed intubation and increased the likelihood of first-pass success. We report the findings of a subgroup re-analysis of the 2022 Cochrane meta-analysis data focusing on the Macintosh-style VL group. This was undertaken to establish whether sufficient evidence exists to guide airway managers in making purchasing decisions for their local institutions based upon individual device-specific performance. This re-analysis confirmed the superiority of Macintosh-style VL over Macintosh DL in elective surgical patients, with similar efficacy demonstrated between the Macintosh-style VL devices examined. Thus, when selecting which VL device(s) to purchase for their hospital, airway managers decisions are likely to remain focused upon issues such as financial costs, portability, cleaning schedules and previous device experience.

2022 年发表的 Cochrane 系统综述和荟萃分析比较了用于成人气管插管的视频喉镜(VL)和直接喉镜(DL),结果发现所有三种类型的 VL 装置(Macintosh 式、超切线式和通道式)都能降低插管失败的风险,并提高首次插管成功的可能性。我们报告了 2022 年 Cochrane 荟萃分析数据的分组再分析结果,重点是 Macintosh 式 VL 组。进行这项分析的目的是为了确定是否有足够的证据指导气道管理人员根据单个设备的具体性能为当地机构做出采购决定。这项重新分析证实,在择期手术患者中,麦金托什式 VL 比麦金托什 DL 更具优势,所研究的麦金托什式 VL 设备之间的疗效相似。因此,气道管理者在为医院选择购买哪种 VL 设备时,可能会继续关注经济成本、便携性、清洁时间和以往的设备使用经验等问题。
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引用次数: 0
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Patient Safety in Surgery
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