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Initial Proof-of-Concept Study for a Plastic Surgery Specific Artificial Intelligence Large Language Model: PlasticSurgeryGPT.
IF 3 2区 医学 Q1 SURGERY Pub Date : 2025-04-08 DOI: 10.1093/asj/sjaf049
Berk B Ozmen, Ibrahim Berber, Graham S Schwarz

Background: The advent of general-purpose large language models (LLMs) like ChatGPT (OpenAI, San Francisco, CA) has revolutionized natural language processing, but their applicability in specialized medical fields like plastic surgery remains limited due to a lack of domain-specific knowledge.

Objectives: This study aims to develop and evaluate PlasticSurgeryGPT, a dedicated LLM fine-tuned on plastic surgery literature, to enhance performance in clinical decision support, surgical education, and research within the field.

Methods: A comprehensive dataset of 25,389 plastic surgery research abstracts published between January 1, 2010, and January 1, 2024, was retrieved from PubMed. The abstracts underwent rigorous preprocessing, including text cleaning and tokenization. We fine-tuned the pre-trained GPT-2 model on this dataset using the PyTorch and HuggingFace frameworks. The performance of PlasticSurgeryGPT was evaluated against the default GPT-2 model using BLEU, METEOR, and ROUGE-1 metrics.

Results: The fine-tuned model, named PlasticSurgeryGPT, demonstrated substantial improvements over the generic GPT-2 model in capturing the semantic nuances of plastic surgery text. PlasticSurgeryGPT outperformed GPT-2 across BLEU, METEOR, and ROUGE-1 metrics, with scores of 0.135519, 0.583554, and 0.216813, respectively, compared to GPT-2's scores of 0.130179, 0.550498, and 0.215494.

Conclusions: PlasticSurgeryGPT represents the first plastic surgery-specific LLM, demonstrating enhanced performance in generating relevant and accurate content compared to a general-purpose model. This work underscores the potential of domain-specific LLMs in improving clinical practice, surgical education, and research in plastic surgery. Future studies should focus on incorporating full-text articles, multimodal data, and larger models to further enhance performance and applicability.

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引用次数: 0
Same-Day Discharge Ambulatory Surgery Centers: The Importance of Preoperative Workup for Aesthetic Surgery Patients.
IF 3 2区 医学 Q1 SURGERY Pub Date : 2025-04-05 DOI: 10.1093/asj/sjaf054
Natalia Ziolkowski, John Milkovich, Jamil Ahmad, Elizabeth Benakopoulos, Frank Lista, Tarek Chbat, Ryan E Austin

Background: Limited resources combined with an increasingly 'cost-conscious' approach to healthcare has resulted in a reduction of preoperative investigations that have been deemed unnecessary. While this approach may work in the hospital setting where ancillary services and emergency support are readily available, it may actually be impacting patient safety in the ambulatory surgery center (ASC) setting.

Objectives: The purpose of this study was to determine the prevalence of abnormal results arising from routine preoperative workup amongst patients undergoing aesthetic surgery in the outpatient ASC setting. The goal was to examine whether abnormal results led to alterations in care that otherwise would not have been made had the workup not been performed, and to outline patient factors associated with alterations in care.

Methods: A retrospective chart review was performed of 2,596 consecutive patients who underwent aesthetic surgery over a 40-month period at a single Canadian ambulatory surgery center. Data collected included patient demographics, procedural characteristics, and outcomes. Preoperative workups were categorized as either required (for patients with positive findings on medical history and/or physical examination) or supplementary (for otherwise healthy patients).

Results: A total of 2,581 patients met inclusion criteria for the study. The majority of patients were female (91.2%) and underwent breast surgery (60.3%). All patients underwent independent preoperative medical history and physical examination with bloodwork/screening. In total, 838 patients (32.5%) had abnormal bloodwork results while 240 (9.3%) had abnormal ECGs. These abnormal tests resulted in alterations in care for 242 patients (9.4% of total patients with 293 unique care alterations). Alterations in care included pharmacotherapy (n=104, 35.5%), additional investigations (n=78, 26.6%), specialist consultations (n=67, 22.9%), and postponement of surgery (n=44, 15.0%). Demographic variables associated with alterations in care included: age ≥50 (p<0.00001), female sex (p=0.0235), higher ASA class (p<0.00001), and preexisting medical comorbidities (p<0.00001).

Conclusions: Preoperative workups are an important factor for improving patient safety in outpatient aesthetic surgery. These investigations can uncover occult issues that may increase the risk of complications in the ASC setting.

背景:有限的资源加上日益 "注重成本 "的医疗方法,导致术前检查被认为是不必要的。虽然这种方法在辅助服务和急救支持一应俱全的医院环境中可能行得通,但在非卧床手术中心(ASC)环境中可能会对患者安全造成影响:本研究旨在确定在门诊非住院手术中心接受美容手术的患者中,常规术前检查结果异常的发生率。目的是研究异常结果是否会导致护理工作的改变,而如果没有进行该检查,护理工作是不会改变的,并概述与护理工作改变相关的患者因素:方法:我们对加拿大一家门诊手术中心在40个月内连续接受美容手术的2596名患者进行了回顾性病历审查。收集的数据包括患者的人口统计学特征、手术特征和结果。术前检查分为必需检查(病史和/或体格检查结果呈阳性的患者)和补充检查(其他健康患者):共有 2,581 名患者符合研究的纳入标准。大多数患者为女性(91.2%),接受过乳腺手术(60.3%)。所有患者均接受了独立的术前病史和体格检查以及血液检查/筛查。共有 838 名患者(32.5%)的血液检查结果异常,240 名患者(9.3%)的心电图异常。这些异常检查导致 242 名患者(占患者总数的 9.4%,共有 293 项护理改变)的护理发生改变。护理改变包括药物治疗(104 人,占 35.5%)、额外检查(78 人,占 26.6%)、专家会诊(67 人,占 22.9%)和推迟手术(44 人,占 15.0%)。与护理改变相关的人口统计学变量包括:年龄≥50(p结论:术前检查是提高门诊美容手术患者安全的重要因素。这些检查可以发现可能会增加门诊美容手术并发症风险的隐患。
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引用次数: 0
Scar Perception and Outcomes After Transaxillary Breast Augmentation: A Prospective Analysis of Patient and Observer-Reported Scar Quality.
IF 3 2区 医学 Q1 SURGERY Pub Date : 2025-04-04 DOI: 10.1093/asj/sjaf052
Alexandre Mendonça Munhoz

Background: Transaxillary (TAA) approach offers breast augmentation (BA) with inconspicuous scarring. Previous investigations of scar outcomes have involved limited follow-up/samples, and no clinical studies have specifically addressed scars utilizing scar-specific instruments.

Objectives: The primary outcomes were axillary incision evaluation and complications.

Methods: We identified a cohort of patients who underwent TAA BA. Scar outcome was evaluated using the POSAS v2.0 at 1, 6- and 12-months study endpoints.

Results: The cohort contained 71 patients (mean age: 28.1±6.1 years) and 142 axillary incisions, with average follow-up of 58.3±28.6 months. Eleven patients (15.4%) experienced at least one complication, most frequently axillary banding (4.2%). Mean axillary incision length was 37.1 mm (range: 25-66 mm). Non-use of implant sleeves (p<0.001), textured-surface implants (p<0.001) and implant volume >350 cc (p<0.001) were associated with larger incisions. At 12 months the poorest scores were related to color (2.35,1-6), 81 and 78.2% of patient and observer opinion scores were low/intermediate grade, respectively. Textured-surface implants (p<0.001), implant volume>350cc (p<0.001), non-use of sleeve (p<0.001) were significant risk factors for high/very-high POSAS overall scores in one year follow-up.

Conclusions: Despite extensive research on BA procedures, studies on the TAA are limited and have not analyzed long-term incision-related outcomes. Our data demonstrate that the TAA is a reliable technique, and evaluations using the POSAS tool showed that most patients presented satisfactory results and higher satisfaction with lower POSAS scores at 1-year post-surgery. Adequate preoperative planning and incision placement allows surgeons to perform this technique safely while minimizing risks of poor scar outcome.

背景:经腋窝(TAA)隆胸术(BA)瘢痕不明显。以前对疤痕结果的调查涉及的随访/样本有限,没有临床研究专门针对使用疤痕专用器械的疤痕:主要结果是腋窝切口评估和并发症:方法:我们确定了一组接受 TAA BA 的患者。在 1 个月、6 个月和 12 个月的研究终点,使用 POSAS v2.0 评估疤痕结果:结果:共有 71 名患者(平均年龄为 28.1±6.1 岁)和 142 个腋窝切口,平均随访时间为 58.3±28.6 个月。11名患者(15.4%)至少出现了一种并发症,最常见的是腋窝束带(4.2%)。腋窝切口平均长度为 37.1 毫米(范围:25-66 毫米)。未使用植入套筒(p350 cc):尽管对 BA 手术进行了广泛的研究,但对 TAA 的研究还很有限,也没有对长期切口相关结果进行分析。我们的数据表明,TAA 是一种可靠的技术,使用 POSAS 工具进行的评估显示,大多数患者术后 1 年的效果令人满意,满意度较高,POSAS 评分较低。充分的术前规划和切口放置使外科医生能够安全地实施这项技术,同时将不良疤痕结果的风险降至最低。
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引用次数: 0
Navigating FDA Regulations for Development of Artificial Intelligence Technologies in Plastic Surgery. 美国食品与药物管理局(FDA)关于整形外科人工智能技术发展的规定。
IF 3 2区 医学 Q1 SURGERY Pub Date : 2025-04-04 DOI: 10.1093/asj/sjaf051
Berk B Ozmen

Artificial intelligence (AI) technologies are rapidly transforming the field of plastic surgery, offering new opportunities for improving patient outcomes through enhanced diagnostic capabilities, personalized treatment planning, and outcome prediction. However, the integration of these technologies into clinical practice requires navigation of complex regulatory frameworks established by the U.S. Food and Drug Administration (FDA). This review outlines the current FDA regulatory pathways relevant to AI applications in plastic surgery, including the 510(k), De Novo, and Premarket Approval processes. We discuss the FDA's Digital Health Center of Excellence, established in 2020, which serves as a central resource for developers of AI-based medical devices. The unique challenges of regulating adaptive AI technologies in plastic surgery are examined, with particular focus on the FDA's "total product lifecycle" approach and real-world performance monitoring requirements. We highlight the importance of Good Machine Learning Practices (GMLP) and the collaborative framework developed by FDA, NIST, and international regulatory bodies. For plastic surgeons and researchers developing AI tools, we provide practical recommendations including early FDA engagement, emphasis on algorithm transparency and explainability, and strategies for addressing bias in training datasets. By understanding and effectively navigating these regulatory requirements, plastic surgeons can successfully develop and implement safe, effective AI technologies that advance patient care while maintaining compliance with evolving FDA standards.

人工智能(AI)技术正在迅速改变整形外科领域,通过增强诊断能力、个性化治疗规划和结果预测,为改善患者预后提供了新的机遇。然而,要将这些技术融入临床实践,就必须遵循美国食品和药物管理局(FDA)制定的复杂监管框架。本综述概述了当前与整形外科中的人工智能应用相关的 FDA 监管途径,包括 510(k)、De Novo 和上市前审批流程。我们讨论了 FDA 于 2020 年成立的数字健康卓越中心,该中心是基于人工智能的医疗设备开发商的核心资源。我们探讨了整形外科领域自适应人工智能技术监管所面临的独特挑战,尤其关注 FDA 的 "产品全生命周期 "方法和真实世界性能监测要求。我们强调了良好机器学习实践(GMLP)以及由 FDA、NIST 和国际监管机构开发的合作框架的重要性。对于开发人工智能工具的整形外科医生和研究人员,我们提供了实用的建议,包括尽早与 FDA 联系,强调算法的透明度和可解释性,以及解决训练数据集偏差的策略。通过了解并有效驾驭这些监管要求,整形外科医生可以成功开发并实施安全、有效的人工智能技术,在促进患者护理的同时,保持符合不断发展的 FDA 标准。
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引用次数: 0
A Systematic Review of High-Intensity Focused Ultrasound (HIFU) in Skin Tightening and Body Contouring. 高强度聚焦超声(HIFU)在紧肤和塑身中的应用系统回顾。
IF 3 2区 医学 Q1 SURGERY Pub Date : 2025-04-04 DOI: 10.1093/asj/sjaf053
Diala Haykal, Sonja Sattler, Ines Verner, Monisha Madhumita, Hugues Cartier

High-Intensity Focused Ultrasound (HIFU) has emerged as a non-invasive technology for aesthetic applications, offering skin tightening, facial rejuvenation, and body contouring. This systematic review assesses its clinical efficacy, safety profile, patient satisfaction, and future advancements. A comprehensive search of studies published between January 2010 and October 2024 identified 45 clinical trials and cohort studies meeting inclusion criteria, which focused on measurable outcomes such as wrinkle improvement and circumference reduction. HIFU demonstrated significant efficacy in skin tightening, particularly in the lower face, neck, and periorbital regions, with improvements in skin laxity ranging from 18% to 30%. For body contouring, studies documented a reduction in circumference between 2.5 cm and 4.5 cm, notably in the abdomen and thighs. Compared to mild surgical outcomes, HIFU provided effective non-invasive lifting with a favorable safety profile; fewer than 5% of patients reported transient erythema, swelling, or mild discomfort. Advances in HIFU technology, such as parallel-beam ultrasound, have improved treatment precision and patient comfort. While HIFU has demonstrated consistent results across different anatomical areas, standardization of treatment protocols remains a key challenge, particularly regarding optimal energy settings and patient selection criteria. Additionally, further research is needed to establish its long-term efficacy and explore its applications across diverse skin types. HIFU continues to be a promising alternative to surgical interventions, enhancing skin rejuvenation and body contouring with minimal downtime. Future investigations should focus on refining treatment protocols and integrating emerging technologies to optimize clinical outcomes.

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引用次数: 0
Radiological and Anatomical Parameters as Determinants of Success in Dorsal Preservation Rhinoplasty.
IF 3 2区 医学 Q1 SURGERY Pub Date : 2025-04-03 DOI: 10.1093/asj/sjaf050
Özgür Kemal, Emel Tahir, Ozan Çolak, Mustafa Aktaş

Background: Rhinoplasty is a common cosmetic and functional procedure, aims to enhance nasal aesthetics and airway function. Dorsal preservation rhinoplasty is increasingly favored for its ability to preserve the natural anatomy of the nose while minimizing complications. This study seeks to identify ideal candidates for DPR by analyzing anatomical parameters that affect surgical outcomes.

Objectives: Aim of this study was to determine the suitability of patients for dorsum preservation surgery through preoperative radiological measurements.

Methods: A prospective observational study was conducted in the otorhinolaryngology department of a tertiary hospital, involving 43 patients undergoing high-strip dorsal preservation rhinoplasty. Preoperative and intraoperative CT scans were used to assess nasal anatomy, focusing on features like nasal bone length, radix root-to-nasal tip distance, and Kyphion angle. The Overall Surgical Success score was used to measure outcomes, calculated by subtracting complications, reoperations, and hospitalizations from a base score of 10.

Results: The cohort included 43 patients (6 males, 37 females), with a mean age of X ± Y. Intraoperative data revealed that 55.8% required hump rasping, and 27.9% had residual humps at six months.Positive correlation was found between longer radix root-to-nasal bone tip distances and lower OSS scores (r=0.31, p=0.043). Shorter nasal bones were associated with higher OSS scores (r=-0.45, p=0.002), while larger Kyphion angles correlated with lower success rates (r=-0.30, p=0.049).

Conclusions: Shorter nasal bones and lower Kyphion angles are associated with better outcomes in dorsal preservation rhinoplasty. Tailoring surgical techniques to individual anatomical features can improve both aesthetic and functional results, enhancing patient satisfaction.

背景:鼻整形术是一种常见的美容和功能性手术,旨在提高鼻部美观和气道功能。保留鼻背的鼻整形术能够保留鼻部的自然解剖结构,同时将并发症降至最低,因此越来越受到青睐。本研究旨在通过分析影响手术效果的解剖学参数,确定理想的 DPR 候选人:本研究旨在通过术前放射学测量确定患者是否适合接受鼻背保留手术:方法:在一家三甲医院的耳鼻喉科开展了一项前瞻性观察研究,共有 43 名患者接受了高带保留鼻背成形术。术前和术中 CT 扫描用于评估鼻部解剖结构,重点是鼻骨长度、桡骨根到鼻尖的距离和 Kyphion 角等特征。采用总体手术成功率评分来衡量结果,计算方法是从 10 分的基础分中减去并发症、再次手术和住院治疗:术中数据显示,55.8% 的患者需要进行驼峰磨削术,27.9% 的患者在 6 个月后仍有驼峰残留。桡骨根部到鼻骨顶端的距离较长与 OSS 评分较低呈正相关(r=0.31,p=0.043)。鼻骨较短与OSS评分较高相关(r=-0.45,p=0.002),而Kyphion角度较大与成功率较低相关(r=-0.30,p=0.049):结论:较短的鼻骨和较小的Kyphion角与鼻背保留隆鼻术的较佳效果相关。结论:鼻骨较短和Kyphion角度较低与鼻背保留隆鼻术的较佳疗效有关。根据个体解剖特征调整手术技术可改善美学和功能效果,提高患者满意度。
{"title":"Radiological and Anatomical Parameters as Determinants of Success in Dorsal Preservation Rhinoplasty.","authors":"Özgür Kemal, Emel Tahir, Ozan Çolak, Mustafa Aktaş","doi":"10.1093/asj/sjaf050","DOIUrl":"https://doi.org/10.1093/asj/sjaf050","url":null,"abstract":"<p><strong>Background: </strong>Rhinoplasty is a common cosmetic and functional procedure, aims to enhance nasal aesthetics and airway function. Dorsal preservation rhinoplasty is increasingly favored for its ability to preserve the natural anatomy of the nose while minimizing complications. This study seeks to identify ideal candidates for DPR by analyzing anatomical parameters that affect surgical outcomes.</p><p><strong>Objectives: </strong>Aim of this study was to determine the suitability of patients for dorsum preservation surgery through preoperative radiological measurements.</p><p><strong>Methods: </strong>A prospective observational study was conducted in the otorhinolaryngology department of a tertiary hospital, involving 43 patients undergoing high-strip dorsal preservation rhinoplasty. Preoperative and intraoperative CT scans were used to assess nasal anatomy, focusing on features like nasal bone length, radix root-to-nasal tip distance, and Kyphion angle. The Overall Surgical Success score was used to measure outcomes, calculated by subtracting complications, reoperations, and hospitalizations from a base score of 10.</p><p><strong>Results: </strong>The cohort included 43 patients (6 males, 37 females), with a mean age of X ± Y. Intraoperative data revealed that 55.8% required hump rasping, and 27.9% had residual humps at six months.Positive correlation was found between longer radix root-to-nasal bone tip distances and lower OSS scores (r=0.31, p=0.043). Shorter nasal bones were associated with higher OSS scores (r=-0.45, p=0.002), while larger Kyphion angles correlated with lower success rates (r=-0.30, p=0.049).</p><p><strong>Conclusions: </strong>Shorter nasal bones and lower Kyphion angles are associated with better outcomes in dorsal preservation rhinoplasty. Tailoring surgical techniques to individual anatomical features can improve both aesthetic and functional results, enhancing patient satisfaction.</p>","PeriodicalId":7728,"journal":{"name":"Aesthetic Surgery Journal","volume":" ","pages":""},"PeriodicalIF":3.0,"publicationDate":"2025-04-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143778874","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
HIFES and Sync RF+ Technology for Submental Volume Reduction: MRI Study. HIFES 和 Sync RF+ 技术用于缩小下颌骨体积:核磁共振成像研究
IF 3 2区 医学 Q1 SURGERY Pub Date : 2025-04-03 DOI: 10.1093/asj/sjaf048
Barry DiBernardo, Carolyn Jacob, Lesley Clark-Loeser

Background: Excessive weight gain, aging-related skin laxity, and weakened digastric muscle contribute to the formation of submental fullness.

Objectives: This study aims to investigate the efficacy and safety of combined HIFES and Sync RF+ energies for submental volume reduction, and in addition to examine HIFES and Sync RF treatment's effect on fat volume in the cheeks area.

Methods: Thirty-three subjects (n=33) received 4 treatments once weekly, on the submental and cheek area. 2D and 3D photographs were taken at baseline, after the 4th treatment and at both follow-ups at 1 and 3 months post-treatment. The MRI scanning took place at baseline, and both follow-ups.

Results: The overall submental volume decreased by 25.12% at 1 month and 36.20% at 3 months. The submental fat decreased by 20.54% at 1 month, and by 30.37% at 3 months. The average volume reduction assessed using 3D photography evaluation was 3.48 ± 3.60 ml immediately after the 4th treatment, 5.39 ± 5.93 ml at 1 month, and 10.25 ± 5.40 ml at 3 months. The mean CR-SMFRS grade improved by 0.56 ± 0.42 after the 4th treatment, at 1 month by 0.85 ± 0.53, and at 3 months by 1.03 ± 0.50 points. 84.8% of subjects found the treatment comfortable and 93.9% were satisfied with the treatment results.

Conclusions: Study findings suggest this novel approach as a notable option for submental volume reduction, indicating HIFES and Sync RF+ technology is capable of aesthetic enhancement as well as skin and muscle improvement.

背景:体重过度增加、与衰老有关的皮肤松弛和腹股沟肌肉减弱是形成下颌丰满的原因:本研究旨在探讨 HIFES 和 Sync RF+ 联合能量用于减少下颌下体积的有效性和安全性,此外还探讨 HIFES 和 Sync RF 治疗对脸颊部位脂肪体积的影响:33名受试者(n=33)接受了4次治疗,每周一次,治疗部位为下颌和脸颊。分别在基线、第 4 次治疗后以及治疗后 1 个月和 3 个月的两次随访中拍摄二维和三维照片。核磁共振成像扫描在基线和两次随访时进行:结果:治疗后 1 个月时,下颌角的整体体积减少了 25.12%,3 个月时减少了 36.20%。下颌脂肪在 1 个月时减少了 20.54%,在 3 个月时减少了 30.37%。通过三维摄影评估,第 4 次治疗后的平均体积减少量为 3.48 ± 3.60 毫升,1 个月时为 5.39 ± 5.93 毫升,3 个月时为 10.25 ± 5.40 毫升。第 4 次治疗后,CR-SMFRS 等级平均提高了 0.56 ± 0.42 分,1 个月时提高了 0.85 ± 0.53 分,3 个月时提高了 1.03 ± 0.50 分。84.8%的受试者认为治疗过程舒适,93.9%的受试者对治疗效果表示满意:研究结果表明,HIFES 和 Sync RF+ 技术能够增强美感,改善皮肤和肌肉,是减少下颌角体积的一种显著方法。
{"title":"HIFES and Sync RF+ Technology for Submental Volume Reduction: MRI Study.","authors":"Barry DiBernardo, Carolyn Jacob, Lesley Clark-Loeser","doi":"10.1093/asj/sjaf048","DOIUrl":"https://doi.org/10.1093/asj/sjaf048","url":null,"abstract":"<p><strong>Background: </strong>Excessive weight gain, aging-related skin laxity, and weakened digastric muscle contribute to the formation of submental fullness.</p><p><strong>Objectives: </strong>This study aims to investigate the efficacy and safety of combined HIFES and Sync RF+ energies for submental volume reduction, and in addition to examine HIFES and Sync RF treatment's effect on fat volume in the cheeks area.</p><p><strong>Methods: </strong>Thirty-three subjects (n=33) received 4 treatments once weekly, on the submental and cheek area. 2D and 3D photographs were taken at baseline, after the 4th treatment and at both follow-ups at 1 and 3 months post-treatment. The MRI scanning took place at baseline, and both follow-ups.</p><p><strong>Results: </strong>The overall submental volume decreased by 25.12% at 1 month and 36.20% at 3 months. The submental fat decreased by 20.54% at 1 month, and by 30.37% at 3 months. The average volume reduction assessed using 3D photography evaluation was 3.48 ± 3.60 ml immediately after the 4th treatment, 5.39 ± 5.93 ml at 1 month, and 10.25 ± 5.40 ml at 3 months. The mean CR-SMFRS grade improved by 0.56 ± 0.42 after the 4th treatment, at 1 month by 0.85 ± 0.53, and at 3 months by 1.03 ± 0.50 points. 84.8% of subjects found the treatment comfortable and 93.9% were satisfied with the treatment results.</p><p><strong>Conclusions: </strong>Study findings suggest this novel approach as a notable option for submental volume reduction, indicating HIFES and Sync RF+ technology is capable of aesthetic enhancement as well as skin and muscle improvement.</p>","PeriodicalId":7728,"journal":{"name":"Aesthetic Surgery Journal","volume":" ","pages":""},"PeriodicalIF":3.0,"publicationDate":"2025-04-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143778858","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Beyond the Posts: Analyzing Breast Implant Illness Discourse With Natural Language Processing and Deep Learning.
IF 3 2区 医学 Q1 SURGERY Pub Date : 2025-04-02 DOI: 10.1093/asj/sjaf047
Arman J Fijany, Cole A Holan, Anthony E Bishay, Michael J Boctor, Lisandro Montorfano, Ronnie N Mubang, Aparna Vijayasekaran, Jorys Martinez-Jorge, Christin A Harless, Wesley P Thayer, Lauren M Connor, William C Lineaweaver, Elizabeth D Slater

Background: Breast Implant Illness (BII) is a spectrum of symptoms some people attribute to breast implants. While causality remains unproven, patient interest has grown significantly. Understanding patient perceptions of BII on social media is crucial as these platforms increasingly influence healthcare decisions.

Objectives: The purpose of this study is to analyze patient perceptions and emotional responses to BII on social media using RoBERTa, a natural processing model trained on 124 million X posts.

Methods: Posts mentioning BII from 2014-2023 were analyzed using two NLP models: one for sentiment (positive/negative) and another for emotions (fear, sadness, anger, disgust, neutral, surprise, and joy). Posts were then classified by their highest-scoring emotion. Results were compared over across 2014-2018 and 2019-2023, with correlation analysis (Pearson correlation coefficient) between published implant explantation and augmentation data.

Results: Analysis of 6,099 posts over 10 years showed 75.4% were negative, with monthly averages of 50.85 peaking at 213 in March 2019. Fear and neutral emotions dominated, representing 35.9% and 35.6% respectively. The strongest emotions were neutral and fear, with an average score of 0.293 and 0.286 per post, respectively. Fear scores increased from 0.219 (2014-2018) to 0.303 (2019-2023). Strong positive correlations (r>0.70) existed between annual explantation rates/explantation-to-augmentation ratios and total, negative, neutral, and fear posts.

Conclusions: BII discourse on X peaked in 2019, characterized predominantly by negative sentiment and fear. The strong correlation between fear/negative-based posts and explantation rates suggests social media discourse significantly influences patient decisions regarding breast implant removal.

{"title":"Beyond the Posts: Analyzing Breast Implant Illness Discourse With Natural Language Processing and Deep Learning.","authors":"Arman J Fijany, Cole A Holan, Anthony E Bishay, Michael J Boctor, Lisandro Montorfano, Ronnie N Mubang, Aparna Vijayasekaran, Jorys Martinez-Jorge, Christin A Harless, Wesley P Thayer, Lauren M Connor, William C Lineaweaver, Elizabeth D Slater","doi":"10.1093/asj/sjaf047","DOIUrl":"https://doi.org/10.1093/asj/sjaf047","url":null,"abstract":"<p><strong>Background: </strong>Breast Implant Illness (BII) is a spectrum of symptoms some people attribute to breast implants. While causality remains unproven, patient interest has grown significantly. Understanding patient perceptions of BII on social media is crucial as these platforms increasingly influence healthcare decisions.</p><p><strong>Objectives: </strong>The purpose of this study is to analyze patient perceptions and emotional responses to BII on social media using RoBERTa, a natural processing model trained on 124 million X posts.</p><p><strong>Methods: </strong>Posts mentioning BII from 2014-2023 were analyzed using two NLP models: one for sentiment (positive/negative) and another for emotions (fear, sadness, anger, disgust, neutral, surprise, and joy). Posts were then classified by their highest-scoring emotion. Results were compared over across 2014-2018 and 2019-2023, with correlation analysis (Pearson correlation coefficient) between published implant explantation and augmentation data.</p><p><strong>Results: </strong>Analysis of 6,099 posts over 10 years showed 75.4% were negative, with monthly averages of 50.85 peaking at 213 in March 2019. Fear and neutral emotions dominated, representing 35.9% and 35.6% respectively. The strongest emotions were neutral and fear, with an average score of 0.293 and 0.286 per post, respectively. Fear scores increased from 0.219 (2014-2018) to 0.303 (2019-2023). Strong positive correlations (r>0.70) existed between annual explantation rates/explantation-to-augmentation ratios and total, negative, neutral, and fear posts.</p><p><strong>Conclusions: </strong>BII discourse on X peaked in 2019, characterized predominantly by negative sentiment and fear. The strong correlation between fear/negative-based posts and explantation rates suggests social media discourse significantly influences patient decisions regarding breast implant removal.</p>","PeriodicalId":7728,"journal":{"name":"Aesthetic Surgery Journal","volume":" ","pages":""},"PeriodicalIF":3.0,"publicationDate":"2025-04-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143770989","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Functional and Aesthetic Outcomes After Upper Blepharoplasty: A Systematic Review and Meta-analysis of Randomized Control Trials.
IF 3 2区 医学 Q1 SURGERY Pub Date : 2025-03-27 DOI: 10.1093/asj/sjaf022
Dominik Todorov, Sebastian Mitchell, Mustafa Al-Hashimi, Zaid Dajani, Kelvin Sunn Hoah Yap, Hassan Imtiaz, Kian Daneshi, Ankur Khajuria

Upper blepharoplasty addresses aging-related changes by removing excess skin, muscle, and fat from the upper eyelids. This systematic review, which was registered a priori, improves upon previously published reviews regarding functional and aesthetic outcomes following upper blepharoplasty. Custom search strategies were applied across multiple databases, namely MEDLINE (United States National Library of Medicine, Bethesda, MD), Embase (Elsevier, Amsterdam, the Netherlands), Google Scholar (Alphabet, Inc., Mountain View, CA), Cochrane Central Register of Controlled Trials (CENTRAL; Cochrane Library, London, UK), Science Citation Index (Clarivate Analytics, Philadelphia, PA), PubMed (United States National Library of Medicine), and PsychInfo (American Psychological Association, Washington, DC). Bias was assessed with the Cochrane RoB 2 tool, and methodological quality was evaluated with GRADE. Out of 6799 articles, 12 randomized controlled trials with 450 patients (39 men, 411 women) were included. The meta-analysis showed significant reduction in dry eye symptoms post-upper blepharoplasty compared with preoperative status (odds ratio [OR], 0.22; 95% CI, 0.13-0.36; P < .00001). No significant difference in postoperative dry eye incidence was found between orbicularis oculi muscle plus skin excision and skin-only excision (OR, 1.55; 95% CI, 0.86-2.80; P = .25). However, muscle plus skin excision had a higher incidence of lagophthalmos (OR, 7.98; 95% CI, 1.41-45.21; P = .02). No significant differences were observed in eye irritation (OR, 1.21; 95% CI, 0.51-2.84; P = .66) or patient satisfaction (OR, 1.14; 95% CI, 0.42-3.14; P = .80). Continuous suturing techniques increased eye irritation compared with subcuticular suturing (OR, 1.77; 95% CI, 1.07-2.91; P = .03). All studies were high quality with a low risk of bias. The findings support upper blepharoplasty's efficacy in reducing dry eye symptoms, with muscle-sparing techniques minimizing lagophthalmos and maintaining high patient satisfaction.

Level of evidence: 3 (therapeutic):

{"title":"Functional and Aesthetic Outcomes After Upper Blepharoplasty: A Systematic Review and Meta-analysis of Randomized Control Trials.","authors":"Dominik Todorov, Sebastian Mitchell, Mustafa Al-Hashimi, Zaid Dajani, Kelvin Sunn Hoah Yap, Hassan Imtiaz, Kian Daneshi, Ankur Khajuria","doi":"10.1093/asj/sjaf022","DOIUrl":"https://doi.org/10.1093/asj/sjaf022","url":null,"abstract":"<p><p>Upper blepharoplasty addresses aging-related changes by removing excess skin, muscle, and fat from the upper eyelids. This systematic review, which was registered a priori, improves upon previously published reviews regarding functional and aesthetic outcomes following upper blepharoplasty. Custom search strategies were applied across multiple databases, namely MEDLINE (United States National Library of Medicine, Bethesda, MD), Embase (Elsevier, Amsterdam, the Netherlands), Google Scholar (Alphabet, Inc., Mountain View, CA), Cochrane Central Register of Controlled Trials (CENTRAL; Cochrane Library, London, UK), Science Citation Index (Clarivate Analytics, Philadelphia, PA), PubMed (United States National Library of Medicine), and PsychInfo (American Psychological Association, Washington, DC). Bias was assessed with the Cochrane RoB 2 tool, and methodological quality was evaluated with GRADE. Out of 6799 articles, 12 randomized controlled trials with 450 patients (39 men, 411 women) were included. The meta-analysis showed significant reduction in dry eye symptoms post-upper blepharoplasty compared with preoperative status (odds ratio [OR], 0.22; 95% CI, 0.13-0.36; P < .00001). No significant difference in postoperative dry eye incidence was found between orbicularis oculi muscle plus skin excision and skin-only excision (OR, 1.55; 95% CI, 0.86-2.80; P = .25). However, muscle plus skin excision had a higher incidence of lagophthalmos (OR, 7.98; 95% CI, 1.41-45.21; P = .02). No significant differences were observed in eye irritation (OR, 1.21; 95% CI, 0.51-2.84; P = .66) or patient satisfaction (OR, 1.14; 95% CI, 0.42-3.14; P = .80). Continuous suturing techniques increased eye irritation compared with subcuticular suturing (OR, 1.77; 95% CI, 1.07-2.91; P = .03). All studies were high quality with a low risk of bias. The findings support upper blepharoplasty's efficacy in reducing dry eye symptoms, with muscle-sparing techniques minimizing lagophthalmos and maintaining high patient satisfaction.</p><p><strong>Level of evidence: 3 (therapeutic): </strong></p>","PeriodicalId":7728,"journal":{"name":"Aesthetic Surgery Journal","volume":" ","pages":""},"PeriodicalIF":3.0,"publicationDate":"2025-03-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143727532","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Bridging the Gap in Rhinoplasty Training: The Effectiveness of 3D-Printed Models in Surgical Education.
IF 3 2区 医学 Q1 SURGERY Pub Date : 2025-03-25 DOI: 10.1093/asj/sjaf045
Umar Rehman, Natasha Polglase, David Kahn, Teoman Dogan, Santdeep Paun, Alwyn D'Souza, Rajan Uppal, Nick Eynon-Lewis, Matt Lechner

Background: Rhinoplasty is a common facial plastic surgery (FPS) procedure for both functional and aesthetic indications. The use of 3D models has been reported as a potential method to provide hands-on training for learning rhinoplasty without jeopardizing patient care.

Objectives: The objective of this study was to develop and validate a novel model that can be used for rhinoplasty training.

Methods: The rhinoplasty models were designed and produced using proprietary 3D printing technology. Face and content validity were assessed during a rhinoplasty course involving 53 surgeons. Whilst, criterion validity was evaluated in a training session with 20 surgical residents, measuring improvements in surgical skills after using the 3D models with an objective structured assessment of technical skills (OSAT).

Results: All surgeons (n=53, 100%) stated that the rhinoplasty model aided in their learning and development. 91% (n=48) of surgeons rated the realism of the model as excellent or very good in comparison to cadaveric specimens. Assessment of criterion validity showed a statistically significant improvement in OSAT scores among surgical residents, increasing from a baseline of 11.7/40 (SD ± 1.80) to 21.6/40 (SD ± 1.79) post session (p < 0.0001).

Conclusions: The 3D rhinoplasty models showed good content, face, and criterion validity, objectively improving residents' surgical performance. Rhinoplasty 3D models could serve as a pre-cadaveric training adjunct, equipping trainees with fundamental skills before cadaveric dissection, or as a primary training modality in countries with limited cadaver access. Thus, the models offer an innovative approach to training the next generation of rhinoplasty surgeons.

{"title":"Bridging the Gap in Rhinoplasty Training: The Effectiveness of 3D-Printed Models in Surgical Education.","authors":"Umar Rehman, Natasha Polglase, David Kahn, Teoman Dogan, Santdeep Paun, Alwyn D'Souza, Rajan Uppal, Nick Eynon-Lewis, Matt Lechner","doi":"10.1093/asj/sjaf045","DOIUrl":"https://doi.org/10.1093/asj/sjaf045","url":null,"abstract":"<p><strong>Background: </strong>Rhinoplasty is a common facial plastic surgery (FPS) procedure for both functional and aesthetic indications. The use of 3D models has been reported as a potential method to provide hands-on training for learning rhinoplasty without jeopardizing patient care.</p><p><strong>Objectives: </strong>The objective of this study was to develop and validate a novel model that can be used for rhinoplasty training.</p><p><strong>Methods: </strong>The rhinoplasty models were designed and produced using proprietary 3D printing technology. Face and content validity were assessed during a rhinoplasty course involving 53 surgeons. Whilst, criterion validity was evaluated in a training session with 20 surgical residents, measuring improvements in surgical skills after using the 3D models with an objective structured assessment of technical skills (OSAT).</p><p><strong>Results: </strong>All surgeons (n=53, 100%) stated that the rhinoplasty model aided in their learning and development. 91% (n=48) of surgeons rated the realism of the model as excellent or very good in comparison to cadaveric specimens. Assessment of criterion validity showed a statistically significant improvement in OSAT scores among surgical residents, increasing from a baseline of 11.7/40 (SD ± 1.80) to 21.6/40 (SD ± 1.79) post session (p < 0.0001).</p><p><strong>Conclusions: </strong>The 3D rhinoplasty models showed good content, face, and criterion validity, objectively improving residents' surgical performance. Rhinoplasty 3D models could serve as a pre-cadaveric training adjunct, equipping trainees with fundamental skills before cadaveric dissection, or as a primary training modality in countries with limited cadaver access. Thus, the models offer an innovative approach to training the next generation of rhinoplasty surgeons.</p>","PeriodicalId":7728,"journal":{"name":"Aesthetic Surgery Journal","volume":" ","pages":""},"PeriodicalIF":3.0,"publicationDate":"2025-03-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143699358","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
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Aesthetic Surgery Journal
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