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A Bibliometric Analysis on Application of Robot-Assisted Surgery in Plastic Surgery. 机器人辅助手术在整形外科中的应用文献计量学分析。
IF 1.6 4区 医学 Q3 SURGERY Pub Date : 2025-12-01 Epub Date: 2025-08-26 DOI: 10.1177/15533506251372350
Jingyang Zhou, Xingyu Zhu, Runmeng Cui, Lin Lin

Background: In recent years, robot-assisted surgery has been a major advancement in surgery and has gradually become the preferred approach. The precise operation, minimal invasiveness, and the ability to perform the preoperative planning are its characteristics. Due to the continuous improvements in plastic surgery technology over the past few decades, more researchers are trying to integrate robotic technology into plastic surgery. Purpose: This bibliometric study aims to quantatitively evaluate the published literature on the topic of robot-assisted plastic surgery indexed in the Web of Science Core Collection and provide a unique insight for subsequent researches in this field.Research Design and Sample: This time of bibliomteric analysis utilized data obtained fron the online database mentioned above and subsequent data analysis and visulization was abcieved by the R software. Totally 208 publications were enrolled after screening.Data Collection and Analysis: Further analysis on authors, sources, affiliations, trend topics, co-citation, keywords and thematic map was conducted on the bibliometric package.Results: The analysis mentioned above elucidates that the application of robot-assisted surgery in plastic surgery is prospering with a potential direction of "flap" and "breast reconstrction". Conclusion: Thedevelopment robot-assisted surgery encountered a continous surge in roughly a decade ago and will iterating with a promising future.

背景:近年来,机器人辅助手术是外科手术的一大进步,并逐渐成为首选的手术方式。其特点是手术精确,微创,并能进行术前计划。由于过去几十年整形手术技术的不断进步,越来越多的研究人员试图将机器人技术整合到整形手术中。目的:本文献计量学研究旨在定量评估Web of Science核心馆藏中关于机器人辅助整形手术主题的已发表文献,为该领域的后续研究提供独特的见解。研究设计与样本:本次文献分析使用的数据来自上述在线数据库,后续数据分析和可视化由R软件完成。筛选后共纳入208份出版物。数据收集与分析:在文献计量软件包上对作者、来源、隶属关系、趋势主题、共被引、关键词和专题图进行进一步分析。结果:以上分析说明了机器人辅助手术在整形外科中的应用正在蓬勃发展,具有“皮瓣”和“乳房再造”的潜在方向。结论:机器人辅助手术的发展在大约十年前经历了持续的激增,并将有一个充满希望的未来。
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引用次数: 0
Gender-Related Discriminations in European Otolaryngology-Head and Neck Surgery: European Report. 欧洲耳鼻喉头颈外科性别歧视:欧洲报告。
IF 1.6 4区 医学 Q3 SURGERY Pub Date : 2025-12-01 Epub Date: 2025-07-15 DOI: 10.1177/15533506251361569
Jerome R Lechien, Abdul-Latif Hamdan, Antonino Maniaci, Miguel Mayo-Yanez, Giovanni Cammaroto, Krystal Kan, Maria R Barillari, Christian Calvo-Henriquez, Stéphane Hans, Thomas Radulesco, Nicolas Fakhry, Justin Michel, Alberto M Saibene, Carlos M Chiesa-Estomba, Giannicola Iannella, Gioivanni Briganti, Petros D Karkos, Tareck Ayad, Paolo Boscolo-Rizzo, Luigi A Vaira, Cem Meço, Miroslav Tedla, Jan Plzak, Marc Remacle, H Steven Sims

BackgroundMicroaggressions are subtle verbal or behavioral insults (intentional or unintentional) that typically convey negative or hostile attitudes towards marginalized groups. We aim to study microaggressions and workplace culture amongst European otolaryngologist -head and neck surgeons (E-OTOHNS). The perception of "differential treatment" based on individual traits was used as a proxy for microaggressions.MethodsEuropean members of Young-Otolaryngologists of International Federation of Otorhinolaryngological Societies (IFOS) and Confederation of European Otorhinolaryngological Societies were surveyed regarding observed and personal experiences of microaggressions in the workplace as related to individual factors that comprise one's identity; These factors included biological sex; disability; gender identity; language proficiency; citizenship; ethnicity; political belief; sexual orientation and socioeconomic status.ResultsA total of 230 E-OTOHNS completed the survey (17%), including 113 Women (49%) and 117 men (51%), respectively. The most common daily-to-monthly observed microaggressions were related to age (n = 177, 50.1%), biological sex (n = 105, 45.7%), and language proficiency (n = 67, 29.1%), respectively. Personal experiences of microaggression were related to professional rank (n = 80; 35.3%), age (n = 75; 32.6%), and biological sex (n = 63; 27.5%). Women self-reported significant higher proportions of personal experiences of microaggression related to ageage (40.7% vs 24.8%; P = 0.003), biological sex (41.6% vs 13.8%; P = 0.001), and professional rank (42.0% vs 28.7%; P = 0.049) compared to men. Similarly, Women self-reported higher rates of personal feeling of exclusion from their colleagues at the institution (P = 0.036) than men and were more likely mistaken for another role in the hospital (P = 0.004).ConclusionsWoman European otolaryngologists, particularly those early in their careers, self-report higher proportions of observed or experienced microaggressions related to age, biological sex, and professional rank compared with male otolaryngologists. More efforts are needed in European academic Otolaryngology to reduce microaggressions, discriminations, and exclusions as more woman surgeons enter the medical workforce.

微侵犯是一种微妙的言语或行为侮辱(有意或无意),通常表达对边缘群体的负面或敌对态度。我们的目标是研究欧洲耳鼻喉头颈外科医生(E-OTOHNS)的微侵犯和工作场所文化。基于个体特征的“差别待遇”观念被用作微侵犯的代表。方法对国际耳鼻咽喉学会联合会(IFOS)和欧洲耳鼻咽喉学会联合会的欧洲青年耳鼻喉科医师进行调查,调查其工作场所微侵犯的观察和个人经历与构成个人身份的个人因素有关;这些因素包括生理性别;残疾;性别身份;语言能力;公民身份;种族的;政治信仰;性取向和社会经济地位。结果共有230名E-OTOHNS(17%)完成调查,其中女性113名(49%),男性117名(51%)。最常见的日至月微侵犯分别与年龄(n = 177, 50.1%)、生理性别(n = 105, 45.7%)和语言能力(n = 67, 29.1%)有关。个人微攻击经历与职业等级相关(n = 80;35.3%),年龄(n = 75;32.6%),生理性别(n = 63;27.5%)。女性自述与年龄相关的个人微攻击经历比例显著高于男性(40.7% vs 24.8%;P = 0.003),生理性别(41.6% vs 13.8%;P = 0.001),专业等级(42.0% vs 28.7%;P = 0.049)。同样,女性自我报告的被机构同事排斥的个人感觉(P = 0.036)比男性高,而且更有可能被误认为是医院的另一个角色(P = 0.004)。结论欧洲女性耳鼻喉科医生,尤其是职业生涯早期的女性,与男性耳鼻喉科医生相比,自我报告观察到或经历过与年龄、生理性别和专业级别相关的微侵犯的比例更高。随着越来越多的女外科医生进入医疗队伍,欧洲耳鼻喉科学术界需要做出更多努力,以减少微侵犯、歧视和排斥。
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引用次数: 0
Efficacy of Uterine Manipulator in Total Abdominal Hysterectomy: A Triple-Blinded Randomized Controlled Trial. 子宫操纵器在腹式全子宫切除术中的疗效:一项三盲随机对照试验。
IF 1.6 4区 医学 Q3 SURGERY Pub Date : 2025-12-01 Epub Date: 2025-07-30 DOI: 10.1177/15533506251360840
Pınar Yıldız, Esra Keles, Gazi Yıldız, Pınar Birol İlter, Kasım Turan, Mehmet Mete Kirlangic, Murat Levent Dereli, Fatih Şanlıkan, Batuhan Çağlar, Emre Mat

BackgroundThe objective of this study was to investigate whether the advantages of uterine manipulators in laparoscopic hysterectomy could also be applied to abdominal hysterectomy. In the present study, we introduce a novel surgical technique that employs a uterine manipulator during open surgery and analyze the outcomes of this approach.MethodsA prospective, single-center, randomized controlled trial was conducted at a tertiary research hospital with patients who underwent hysterectomy for benign gynecological indications between October 2023 and March 2024. Patients were randomly assigned to either conventional abdominal hysterectomy or manipulator-assisted abdominal hysterectomy. Primary outcomes included operative time, with secondary outcomes including Visual Analog Scale (VAS) pain scores, intraoperative and postoperative complications, and length of hospital stay.ResultsAmong the 142 participants, the manipulator group exhibited a mean operative time of 92.2 ± 11.1 minutes compared to 107.6 ± 14.4 minutes in the control group (P < .001). Length of hospital stay was also significantly shorter in the manipulator group (42.3 ± 14.7 hours vs 47.4 ± 15.8 hours; P = .046). No significant differences were observed in postoperative complications or pain scores between groups. The mean postoperative hemoglobin decrease was significantly lower in the manipulator group (0.74 ± 0.28 g/dL) compared to the control group (1.52 ± 0.33 g/dL) (P < .001).ConclusionThe incorporation of a uterine manipulator in abdominal hysterectomy significantly reduces operative time, colpotomy time, and hospital stay while maintaining a comparable safety profile to conventional techniques. These findings suggest that uterine manipulators may enhance surgical efficiency and could be beneficial in clinical practice.

本研究的目的是探讨子宫机械手在腹腔镜子宫切除术中的优势是否也可以应用于腹部子宫切除术。在本研究中,我们介绍了一种新的手术技术,在开放手术中使用子宫操纵器,并分析了这种方法的结果。方法对2023年10月至2024年3月期间因妇科良性指征行子宫切除术的患者进行前瞻性、单中心、随机对照试验。患者被随机分配到传统的腹部子宫切除术或操作器辅助腹部子宫切除术。主要结局包括手术时间,次要结局包括视觉模拟评分(VAS)疼痛评分、术中和术后并发症以及住院时间。结果142例患者中,机械臂组平均手术时间为92.2±11.1分钟,对照组为107.6±14.4分钟(P < 0.001)。机械臂组住院时间也明显缩短(42.3±14.7小时vs 47.4±15.8小时);P = .046)。两组术后并发症及疼痛评分无显著差异。术后平均血红蛋白下降(0.74±0.28 g/dL)明显低于对照组(1.52±0.33 g/dL) (P < 0.001)。结论子宫操纵器在腹式子宫切除术中可显著减少手术时间、阴道切开时间和住院时间,同时与传统手术方法保持相当的安全性。这些发现提示子宫操纵器可以提高手术效率,在临床实践中可能是有益的。
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引用次数: 0
Appraisal of the Current Guidelines for the Management of AIN Using the Appraisal of Guidelines Research and Evaluation II (AGREE II) Instrument. 使用指南评估研究和评估II (AGREE II)工具对现行AIN管理指南进行评估。
IF 1.6 4区 医学 Q3 SURGERY Pub Date : 2025-12-01 Epub Date: 2025-07-28 DOI: 10.1177/15533506251362905
Massimiliano Mistrangelo, Serena Mantova, Alberto Arezzo, Roberto Paolo Iachetta, Andrea Lauretta, Simone Arolfo, Marta Mozzon, Mario Morino, Paola De Nardi

AimAnal Intraepithelial Neoplasia has been a hot topic in colorectal surgery and many Scientific Societies have produced guidelines for their diagnosis and treatment. This study aims to appraise the quality of the existing guidelines in this field.MethodsA systematic review of the Literature was conducted in PubMed, EMBASE and Scholar Google databases. Seven authors independently valued the quality of guidelines using the AGREE II instrument.ResultsThis study identified and included 9 guidelines of varying quality. The highest scoring guidelines were different considering each domain. NYSDOH ones gained the higher scoring in 2 domains. However, there was considerable variability across the studies and the various domains. The highest scoring domains were domain VI: Editorial Independence (median = 89% across all studies); IV: Clarity of Presentation (median = 61% across all studies) and domain I: Scope & Purpose (median = 59% across all studies). The lowest scores were observed in domain V: Applicability (22%) and domain III: Rigour of Development (29%). Only 2 of the 9 gained unanimous support for their use, whilst 5 guidelines were unanimously declared unsuitable for clinical use. The last 2 guidelines were considered beneficial only for limited purposes.Conclusions4 out of the 9 guidelines examined obtained moderate/good scores in various domains of the AGREE II tool. The review of the guidelines highlighted poor attention to stakeholder involvement and scarce care, mainly in the Rigour of development and Applicability of the guidelines. The AGREE II instrument could improve the drafting of new guidelines or help update published ones.

上皮内瘤变一直是结直肠外科的热门话题,许多科学学会已经制定了诊断和治疗指南。本研究旨在评估该领域现有指南的质量。方法系统检索PubMed、EMBASE和Scholar谷歌数据库的相关文献。7位作者使用AGREE II工具独立评估指南的质量。结果本研究确定并纳入了9个不同质量的指南。考虑到每个领域,最高评分准则是不同的。NYSDOH组在2个域得分较高。然而,在研究和不同领域之间存在相当大的差异。得分最高的领域是第六领域:编辑独立性(所有研究的中位数= 89%);IV:陈述的清晰度(所有研究中位数= 61%)和领域I:范围和目的(所有研究中位数= 59%)。得分最低的是领域V:适用性(22%)和领域III:开发的严谨性(29%)。9个指南中只有2个获得了一致支持,而5个指南被一致宣布不适合临床使用。最后两个指南被认为只对有限的目的有益。结论:9个指南中有4个在AGREE II工具的各个领域获得了中等/良好的分数。对准则的审查突出了对利益相关者参与的关注不足和缺乏关注,主要是在准则制定的严谨性和适用性方面。第二期协议文书可以改进新准则的起草工作或帮助更新已出版的准则。
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引用次数: 0
Comparison of ENLYT®, a Portable Flexible Nasopharyngoscope, with the Standard of Care Nasopharyngoscope. ENLYT®便携式柔性鼻咽镜与标准护理鼻咽镜的比较
IF 1.6 4区 医学 Q3 SURGERY Pub Date : 2025-12-01 Epub Date: 2025-08-27 DOI: 10.1177/15533506251374480
Julian Fine, Russel Kahmke, Tammara Watts, Daniel Rocke, Liana Puscas, Maragatha Kuchibhatla, Walter T Lee

ObjectivesThis study seeks to compare a newly developed portable flexible nasopharyngoscope (ENLYT®) to the standard of care (SOC) flexible nasopharyngoscope.MethodsSubjects were consented to undergo a nasopharyngeal scope exam using ENLYT® after SOC nasopharyngoscope examination. Data collection included a physician feedback survey consisting of questions regarding ease of use, video quality and perceived patient pain. Additionally, subjects provided a comparison of discomfort between the two scopes.ResultsThe following results were compiled from nine examiners completing ENLYT® exams on 50 patients. The nine examiners consisted of five attendings, three residents, and 1 physician assistant. The attendings performed 31 exams (62%) and the others performed 19 exams (38%). 72% of the exam surveys reported the ENLYT® flexible nasopharyngoscope was the same or easier to use than the SOC nasopharyngoscope. 88% of exams reported the ENLYT® video quality was "the same" to "better". 94% of exams reported the perceived patient pain with the ENLYT® flexible nasopharyngoscope was the same or less than the SOC nasopharyngoscope. Subjects reported that 88% of the exams were the same or less discomfort with the ENLYT® scope compared to the SOC scope.ConclusionThe portable ENLYT® flexible nasopharyngoscope was able to provide comparable exam results when compared to the SOC nasopharyngoscope.

目的:本研究旨在比较新开发的便携式柔性鼻咽喉镜(ENLYT®)与标准护理(SOC)柔性鼻咽喉镜。方法受试者同意在SOC鼻咽镜检查后使用ENLYT®进行鼻咽镜检查。数据收集包括一项医生反馈调查,包括关于易用性、视频质量和感知患者疼痛的问题。此外,受试者提供了两个范围之间的不适比较。以下结果是由9名审查员对50名患者完成ENLYT®检查后得出的。9名检查人员包括5名主治医师、3名住院医师和1名医师助理。主治医师进行31次检查(62%),其他医师进行19次检查(38%)。72%的检查调查报告ENLYT®柔性鼻咽喉镜与SOC鼻咽喉镜相同或更容易使用。88%的考试报告ENLYT®视频质量为“相同”至“更好”。94%的检查报告,使用ENLYT®柔性鼻咽喉镜的患者疼痛感与SOC鼻咽喉镜相同或更小。受试者报告说,88%的检查与SOC范围相比,ENLYT®范围的不适程度相同或更低。结论与SOC鼻咽镜相比,便携式ENLYT®柔性鼻咽镜能够提供相当的检查结果。
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引用次数: 0
Learning Curve of Robotic Liver Surgery: Preliminary Experience. 机器人肝脏手术的学习曲线:初步经验。
IF 1.6 4区 医学 Q3 SURGERY Pub Date : 2025-11-23 DOI: 10.1177/15533506251403590
Gaetano Piccolo, Matteo Barabino, Giampaolo Formisano, Laura Benuzzi, Adelona Salaj, Paolo Pietro Bianchi

BackgroundThe daily implementation of robotic programmes for general surgery has allowed for the diffusion of the robotic approach in clinical practice in many centres with relatively little experience in laparoscopic liver resection.MethodsThis study describes our preliminary experience with robotic liver resection (RLR) using the da Vinci Xi Surgical System®, beginning with assistance provided by an expert robotic colorectal team. Between 2022 and 2024, data on 61 consecutive minor RLRs performed by a single hepatobiliary team were retrospectively analysed. Intraoperative blood loss and operative time were used to construct learning curves.ResultsIn the first phase of the learning curve (competency; cases 1-20), surgeons focused on acquiring basic surgical skills. Most cases involved non-anatomical wedge resections of superficial liver lesions with a low IWATE score. From the 14th case onwards, a significant improvement in operative time and a reduction in blood loss were observed. During the second phase of the learning curve (proficiency; cases 21-50), the surgical cases became more complex. The cumulative operative time increased progressively, reaching a plateau around the forty-first case. Blood loss initially increased but then gradually stabilised below 400 mL. During the early mastery phase of the learning curve (cases 51-61), the IWATE score continued to increase (mean 8), whereas the cumulative operative time and blood loss were stable.ConclusionsWe believe that the success of our initial robotic programme is due not only to technological advancement, but also to the continuous development and effective collaboration of the multidisciplinary colorectal and liver team.

背景:普通外科机器人程序的日常实施,使得机器人方法在许多相对缺乏腹腔镜肝切除术经验的中心的临床实践中得到了推广。方法本研究描述了我们使用达芬奇Xi手术系统®进行机器人肝脏切除术(RLR)的初步经验,首先由专家机器人结肠直肠团队提供帮助。在2022年至2024年期间,回顾性分析了由单个肝胆团队连续进行的61例小型rlr的数据。术中出血量和手术时间构成学习曲线。结果在学习曲线的第一阶段(胜任力;病例1-20例),外科医生重点学习基本手术技能。大多数病例涉及非解剖性肝浅表病变楔形切除,IWATE评分低。从第14例开始,观察到手术时间的显著改善和出血量的减少。在学习曲线的第二阶段(熟练程度;病例21-50),手术病例变得更加复杂。累积手术时间逐渐增加,在第41例左右达到平稳期。出血量最初增加,但随后逐渐稳定在400 mL以下。在学习曲线的早期掌握阶段(病例51-61),IWATE评分继续增加(平均8分),而累积手术时间和出血量则保持稳定。我们认为,我们最初的机器人项目的成功不仅归功于技术的进步,还归功于多学科结直肠和肝脏团队的持续发展和有效合作。
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引用次数: 0
Response to the Letter to the Editor: "Data, Algorithms, and Ethics in Virtual Reality Based Medical Education". 对致编辑的信的回应:“基于虚拟现实的医学教育中的数据、算法和伦理”。
IF 1.6 4区 医学 Q3 SURGERY Pub Date : 2025-11-20 DOI: 10.1177/15533506251400408
Ryan M Knobovitch, Junko Tokuno, Howard B Fried, Tamara E Carver, Gerald M Fried
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引用次数: 0
Development of a Bariatric Surgery Specific Artificial Intelligence Large Language Model: BariatricSurgeryGPT. 减肥手术专用人工智能大语言模型的开发:减肥手术gpt。
IF 1.6 4区 医学 Q3 SURGERY Pub Date : 2025-11-19 DOI: 10.1177/15533506251400130
Berk B Ozmen, Ibrahim Berber, Jerry T Dang, Graham S Schwarz, Matthew Kroh

BackgroundCommercially available large language models (LLMs) have demonstrated impressive capabilities in processing vast datasets and generating coherent narratives. However, their lack of domain-specific knowledge limits their reliability in clinical applications. This study aimed to develop and evaluate BariatricSurgeryGPT, a fine-tuned LLM specifically tailored for bariatric surgery to provide more accurate and clinically relevant responses to bariatric surgery-related questions.MethodsWe obtained 8764 bariatric surgery research abstracts published between January 1, 2020, and January 1, 2024, from PubMed. These abstracts were preprocessed and tokenized to fine-tune a pre-trained GPT-2 model using PyTorch and HuggingFace frameworks. The model's performance was evaluated using BLEU, METEOR, and ROUGE-1 scores on 20 clinically relevant bariatric surgery questions, each tested across nine temperature settings (0.1-0.9) for both the fine-tuned and baseline GPT-2 models, yielding 360 total evaluation instances.ResultsBariatricSurgeryGPT demonstrated consistent improvements over the baseline GPT-2 model across all metrics. The fine-tuned model achieved a BLEU score of 0.165 (vs 0.147 for baseline, 12.8% improvement), a METEOR score of 0.633 (vs 0.585, 8.2% improvement), and a ROUGE-1 score of 0.267 (vs 0.243, 9.7% improvement). These improvements indicate enhanced precision, recall, and semantic relevance in generating bariatric surgery-specific content.ConclusionBariatricSurgeryGPT represents the first domain-specific LLM for bariatric surgery and demonstrates the feasibility of developing specialty-specific AI tools with improved accuracy for clinical applications. The specialty-specific models could enhance surgical education through interactive learning tools, improve patient communication via personalized educational materials, and support clinical decision-making by providing evidence-based information synthesis.

商业上可用的大型语言模型(llm)在处理大量数据集和生成连贯的叙述方面表现出了令人印象深刻的能力。然而,他们缺乏特定领域的知识限制了他们在临床应用中的可靠性。本研究旨在开发和评估bariatricsurgygpt,这是一个专门为减肥手术量身定制的微调法学硕士,旨在为减肥手术相关问题提供更准确和临床相关的答案。方法从PubMed检索2020年1月1日至2024年1月1日发表的8764篇减肥外科研究摘要。使用PyTorch和HuggingFace框架对这些摘要进行预处理和标记化,以微调预训练的GPT-2模型。该模型的性能使用BLEU、METEOR和ROUGE-1评分对20个临床相关的减肥手术问题进行评估,每个问题在9个温度设置(0.1-0.9)下对微调和基线GPT-2模型进行测试,总共产生360个评估实例。结果:与基线GPT-2模型相比,减肥手术gpt在所有指标上都有一致的改善。微调模型的BLEU评分为0.165(基线为0.147,改善12.8%),METEOR评分为0.633(基线为0.585,改善8.2%),ROUGE-1评分为0.267(基线为0.243,改善9.7%)。这些改进表明,在生成减肥手术特定内容时,准确性、召回率和语义相关性得到了提高。结论barariricsurgygpt是首个针对减肥手术领域的法学硕士,并证明了开发针对特定领域的人工智能工具的可行性,提高了临床应用的准确性。专科模型可以通过互动学习工具加强外科教育,通过个性化教材改善患者沟通,并通过循证信息综合支持临床决策。
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引用次数: 0
Fifty Shades of Red! - Utilizing Machine Learning for Estimating Blood Loss on Surgical Sponges. 《五十度红》!-利用机器学习来估计手术海绵的出血量。
IF 1.6 4区 医学 Q3 SURGERY Pub Date : 2025-11-19 DOI: 10.1177/15533506251400113
Duygu Kara, Hüseyin Abacı, Fatih Soygazi, Feray Gürsoy

BackgroundAccurate intraoperative blood loss estimation is crucial, particularly for pediatric and adolescent patients. Traditional methods (visual, gravimetric, formula-based) are often imprecise and unreliable, highlighting a need for objective and efficient approaches.MethodsThis study proposes a novel machine learning (ML) approach to predict blood loss from surgical sponges via a pixel-counting rate system. We utilized image preprocessing, including edge detection, and evaluated various ML algorithms with hyperparameter tuning. Details include deployment on commodity smartphones, a deterministic preprocessing pipeline, and app-level measures to mitigate folding, lighting, and motion blur. Model accuracy was assessed using RMSE and R2. A lightweight CNN baseline on raw images was also evaluated, positioning our system as a low-cost, mobile alternative to proprietary solutions.ResultsThe ML-based method significantly reduced reliance on subjective visual estimation. Gradient Boosting (GB) and Artificial Neural Networks (ANN) achieved a minimum RMSE of 0.91 and a maximum R2 of 0.93, outperforming traditional methods. The system demonstrates strong potential for integration into mobile phone applications for practical clinical use.ConclusionsOur machine learning-based pixel-counting approach offers a more accurate and efficient alternative for intraoperative blood loss estimation. Future research will expand the dataset, refine ML algorithms, and adapt the system for specialized equipment. While a CNN baseline approached GB performance, GB remained superior at the current data scale. A prospective paired-data plan is outlined for future benchmarking. Clinically, the per-sponge RMSE (∼0.9 cc) aligns with an acceptable error margin (0.5-1.0 cc) for decision support, noting that pediatric transfusion decisions rely on cumulative loss and multimodal monitoring.

准确的术中出血量估计是至关重要的,特别是对儿童和青少年患者。传统的方法(目测、重力法、公式法)往往不精确和不可靠,因此需要客观和有效的方法。方法本研究提出了一种新的机器学习(ML)方法,通过像素计数系统预测手术海绵的失血。我们利用图像预处理,包括边缘检测,并通过超参数调优评估各种机器学习算法。细节包括在商用智能手机上的部署,确定性预处理管道,以及减轻折叠,照明和运动模糊的应用级措施。采用RMSE和R2评估模型精度。我们还对原始图像的轻量级CNN基线进行了评估,将我们的系统定位为专有解决方案的低成本移动替代方案。结果基于机器学习的方法显著降低了对主观视觉估计的依赖。梯度增强(GB)和人工神经网络(ANN)的最小RMSE为0.91,最大R2为0.93,优于传统方法。该系统显示了集成到实际临床使用的移动电话应用程序的强大潜力。结论基于机器学习的像素计数方法为术中出血量估计提供了更准确、更有效的替代方法。未来的研究将扩展数据集,改进机器学习算法,并使系统适应专门的设备。当CNN基线接近GB性能时,GB在当前数据规模下仍然优越。为将来的基准测试概述了一个预期的配对数据计划。临床上,每块海绵的RMSE (~ 0.9 cc)与决策支持的可接受误差范围(0.5-1.0 cc)一致,注意到儿科输血决策依赖于累积损失和多模式监测。
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引用次数: 0
Quality of Life After Robotic Abdominal Surgery - A Retrospective Cross-Sectional Study. 机器人腹部手术后的生活质量-一项回顾性横断面研究。
IF 1.6 4区 医学 Q3 SURGERY Pub Date : 2025-11-10 DOI: 10.1177/15533506251392428
Jessica Stockheim, Felix-Lukas Fiedler, Mihailo Andric, Sara Al-Madhi, Maximilian Dölling, Roland Croner, Aristotelis Perrakis

BackgroundRobotic procedures are still increasing in abdominal surgery. Yet, little is known about the postoperative Quality of Life (pQoL) after these procedures. The aim of this study was to determine the pQoL of patients who underwent robotic-assisted abdominal surgery.MethodsAs a cross-sectional, retrospective study, several validated questionnaires were used to evaluate the pQoL. After confirmed consent patients who underwent robotic upper gastrointestinal tract (UGI), hepatopancreatobiliary (HPB), and colorectal (CR) procedures between 03/2020 and 03/2023 were enrolled. Subgroup analysis referred to oncologic and non-oncologic indications, postoperative time periods and age >70 years. Scoring was adjusted to a scale of 0 to 100 (as the best QoL) for comparability.ResultsA total of 197 patients were included (n = 111 for oncological indications, n = 86 for functional, non-oncological indications). Organ-related subgroup analyses showed an overall score of >70 for each group (oncologic: UGI: 75.6 ± 16.6; HPB: 85.6 ± 15.7; CR: 81.9 ± 18.5 and non-oncologic: UGI: 76.0 ± 14.8; HPB: 78.9 ± 13.2; CR: 82.4 ± 6.6). A decline in pQoL was observed during the second year after surgery, evident in both oncologic (<1 year: 80.7 ± 16.2 vs 1-2 years: 73.1 ± 19.7 vs 2-3 years: 88.4 ± 11.2, p = .005) and non-oncologic patients (<1 year: 80.7 ± 10.1 vs 1-2 years: 69.7 ± 18.9 vs 2-3 years: 75.6 ± 12.5, p = .033). PQoL was similar for patients under and above 70 years.ConclusionThe overall pQoL for abdominal surgery was good regardless of the indication or the organ system. A decline in the pQoL was noted during the second year after surgery. Due to the retrospective design and small subgroups, further longitudinal studies are required to determine the long-term QoL and influencing factors.

机器人手术在腹部手术中的应用仍在增加。然而,对这些手术后的术后生活质量(pQoL)知之甚少。本研究的目的是确定接受机器人辅助腹部手术的患者的pQoL。方法采用横断面、回顾性研究,采用若干有效问卷对pQoL进行评价。经确认同意后,在2020年3月至2023年3月期间接受机器人上胃肠道(UGI)、肝胆胰(HPB)和结肠直肠(CR)手术的患者入组。亚组分析参照肿瘤和非肿瘤适应症、术后时间和年龄70岁。评分调整为0到100(作为最佳生活质量)的可比性。结果共纳入197例患者(肿瘤指征111例,功能性非肿瘤指征86例)。器官相关亚组分析显示,两组患者总体评分均为bbbb70分(肿瘤学:UGI: 75.6±16.6;HPB: 85.6±15.7;CR: 81.9±18.5;非肿瘤学:UGI: 76.0±14.8;HPB: 78.9±13.2;CR: 82.4±6.6)。术后第二年pQoL下降,肿瘤患者(p = 0.005)和非肿瘤患者(p = 0.033)均有明显下降。70岁以下和70岁以上患者的PQoL相似。结论腹腔手术不论其适应证或脏器系统,总体pQoL均良好。术后第二年pQoL出现下降。由于回顾性设计和小亚组,需要进一步的纵向研究来确定长期生活质量和影响因素。
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Surgical Innovation
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