Leveraging Large Language Models (LLM) for the Plastic Surgery Resident Training: Do They Have a Role?

Introduction Large language models (LLMs) are designed for recognizing, summarizing, translating, predicting, and generating text-based content from knowledge gained from extensive data sets. ChatGPT4 (Generative Pre-trained Transformer 4) (OpenAI, San Francisco, California, United States) is a transformer-based LLM model pretrained on public data as well as data obtained from third-party sources using deep learning techniques of fine tuning and reinforcement learning from human feedback to predict the next text. We wanted to explore the role of LLM as a teaching assistant (TA) in plastic surgery. Material and Methods TA roles were first identified in available literature, and based on the roles, a list of suitable tasks was created where LLM could be used to perform the task. Prompts designed to be fed in to the LLM (specifically ChatGPT) to generate appropriate output, were then created and fed to the ChatGPT model. The outputs generated were scored by evaluators and compared for interobserver agreement. Results A final set of eight TA roles were identified where a LLM could be utilized to generate content. These contents were scored for usefulness and accuracy. These were scored independently by the eight study authors in a scoring sheet created for the study. Interobserver agreements for content accuracy, usefulness, and clarity were 100% for content generated for the following: interactive case studies (generation), simulation of preoperative consultations, and generation of ethical considerations. Discussion LLMs in general and ChatGPT (on which this study is based) in specific, can generate answers to questions and prompts based on huge amount of text fed into the model for training the underlying language model. The answers generated have been found to be accurate, readable, and even indistinguishable from human-generated text. This capability of automated content synthesis can be exploited to generate summaries to text, answer short and long answers, and generate case scenarios. We could identify a few such scenarios where the LLM could in general be utilized to play the role of a TA and aid plastic surgery residents in particular. In addition, these models could also be used by students to obtain feedback and gain reflection which itself stimulates critical thinking. Conclusion Incorporating LLMs into the educational arsenal of plastic surgery residency programs can provide a dynamic, interactive, and individualized learning experience for residents and prove to be worthy TAs of future.

Auricular Perichondritis of an Unusual Etiology.

Auricular perichondritis leading to perichondral abscess is an unusual complication of periauricular surgery. Early identification of the condition with aggressive and timely management is mandated to prevent permanent damage to the auricle. This article demonstrates the first reported case in literature of auricular perichondritis due to Neisseria flava. We discuss the presentation, diagnosis and management of auricular perichondritis in this patient and review mechanisms by which commensals acquire pathogenicity as seen in this report. An awareness of this unusual etiology and mechanisms of acquiring pathogenic nature by commensals will help guide clinicians in optimizing management of such conditions.

An Innovative Skin Simulation Model to Augment Competency-based Training in Facial Plastic Surgery.

Introduction Competency-based medical education (CBME) approach in the medical curriculum has been introduced globally with the goal of providing flexibility, accountability, and learner-centeredness among medical learners. Traditional surgical skill training in most places has relied on "see one, do one, teach one model," while simulation model-based training has been shown to improve competencies in surgical trainees. We wanted to assess the usefulness of a hydrophilic barrier adhesive foam wound dressing as a novel skin simulation model for learning biomechanics and practice of cutaneous flaps among plastic surgical resident trainees at our institute. Materials and Methods An absorbent, soft polyurethane foam pad located centrally upon a larger polyurethane membrane, coated with a hydrocolloid adhesive, forming an island dressing, was used as a simulation model for this study. It was obtained from the hospital store either after or nearing their expiry dates of clinical use. Plastic surgery residents in different years of training were invited to participate in a simulation workshop, using this novel model, and give their feedback. Results Seventeen residents in different plastic surgery training levels participated in the workshop and gave their feedback on the skin flap simulation model. The simulation model received extremely high (100%) scores on two parameters, namely, utility for flap and suture practice and high scores (88%-94%) for texture, ability to mark, and improving confidence among trainees. Conclusions Adhesive bilayer polyurethane foam can be used as a novel cutaneous skin flap simulation model for understanding the biomechanics of skin flaps and cutaneous flap practice.

Cadaveric Bilateral Transhumeral Upper Limb Transplantation: Journey to the Next level.

Organ transplant has, arguably, been the pinnacle of the advancement in medical science so far and vascularized composite allotransplantation has been the most recent addition to it. The scope of vascularized tissue allotransplantation has been widening with each passing day and more and more reports regarding the safety and efficacy of the procedure have been described. Due to the limited available literature on the management of the complications and implications of the hand transplant, the importance of each report on the procedure is paramount. A mid-arm allotransplant is a challenge in terms of expected motor recovery, and many controversies exist over the efficacy of the procedure altogether. Moreover, our case was complicated by a long ischemia time due to logistic reasons. We share our experience of a transhumeral upper limb allotransplantation, the complications associated with it along with the early postoperative results at 10 months follow up.

Proposal of a new classification scheme for periocular injuries.

BACKGROUND: Eyelids are important structures and play a role in protecting the globe from trauma, brightness, in maintaining the integrity of tear films and moving the tears towards the lacrimal drainage system and contribute to aesthetic appearance of the face. Ophthalmic trauma is an important cause of morbidity among individuals and has also been responsible for additional cost of healthcare. Periocular trauma involving eyelids and adjacent structures has been found to have increased recently probably due to increased pace of life and increased dependence on machinery. A comprehensive classification of periocular trauma would help in stratifying these injuries as well as study outcomes. MATERIAL AND METHODS: This study was carried out at our institute from June 2015 to Dec 2015. We searched multiple English language databases for existing classification systems for periocular trauma. We designed a system of classification of periocular soft tissue injuries based on clinico-anatomical presentations. This classification was applied prospectively to patients presenting with periocular soft tissue injuries to our department. RESULTS: A comprehensive classification scheme was designed consisting of five types of periocular injuries. A total of 38 eyelid injuries in 34 patients were evaluated in this study. According to the System for Peri-Ocular Trauma (SPOT) classification, Type V injuries were most common. SPOT Type II injuries were more common isolated injuries among all zones. DISCUSSION: Classification systems are necessary in order to provide a framework in which to scientifically study the etiology, pathogenesis, and treatment of diseases in an orderly fashion. The SPOT classification has taken into account the periocular soft tissue injuries i.e., upper eyelid, lower eyelid, medial and lateral canthus injuries., based on observed clinico-anatomical patterns of eyelid injuries. CONCLUSION: The SPOT classification seems to be a reliable system to address eyelid injuries. This classification scheme would guide the ophthalmic and facial reconstructive surgeons to provide optimal outcomes in eyelid injuries. Based on the classification scheme and review of existing literature, an algorithm is presented to facilitate repair and reconstruction.

Autologous Bone Marrow Aspirate Therapy in Wound Healing.

Objective: To study the role of autologous bone marrow aspirate therapy (ABMAT) in wound healing. Approach: This is a retrospective analysis of 9 patients (11 chronic nonhealing wounds) in whom ABMAT was used. Patients (wounds) were grouped into two groups. Group 1 included 4 patients (5 wounds) refusing/unfit for reconstruction and managed only with ABMAT. Group 2 included 5 patients (6 wounds) who agreed/fit for reconstruction after wound bed preparation with ABMAT. End point of the study was complete wound healing. Results: ABMAT helped in complete healing of chronic nonhealing wounds by secondary intention in group 1 patients and enhanced process of wound bed preparation for reconstruction in group 2 patients. Innovation: This study highlights the importance of ABMAT in the management of chronic nonhealing wounds. Conclusion: ABMAT helps in wound bed preparation to allow the wound to heal completely or cover by skin graft/flap.

External tissue expansion for difficult wounds using a simple cost effective technique.

OBJECTIVE: To study and discuss role of external tissue expansion and wound closure (ETEWC) technique using hooks and rubber bands. MATERIALS AND METHODS: The present study is a retrospective analysis of nine cases of wounds of different aetiology where ETEWC technique was applied using hooks and rubber bands. RESULTS: All the wounds in the study healed completely without split thickness skin graft (SSG) or flap. CONCLUSION: ETEWC technique using hooks and rubber bands is a cost-effective technique which can be used for wound closure without SSG or flap.