Investigating the impact of innovative AI chatbot on post-pandemic medical education and clinical assistance: a comprehensive analysis

BACKGROUND

The COVID-19 pandemic has significantly disrupted clinical experience and exposure of medical students and junior doctors. Artificial Intelligence (AI) integration in medical education has the potential to enhance learning and improve patient care. This study aimed to evaluate the effectiveness of three popular large language models (LLMs) in serving as clinical decision-making support tools for junior doctors.

METHODS

A series of increasingly complex clinical scenarios were presented to ChatGPT, Google's Bard and Bing's AI. Their responses were evaluated against standard guidelines, and for reliability by the Flesch Reading Ease Score, Flesch-Kincaid Grade Level, the Coleman-Liau Index, and the modified DISCERN score for assessing suitability. Lastly, the LLMs outputs were assessed by using the Likert scale for accuracy, informativeness, and accessibility by three experienced specialists.

RESULTS

In terms of readability and reliability, ChatGPT stood out among the three LLMs, recording the highest scores in Flesch Reading Ease (31.2 ± 3.5), Flesch-Kincaid Grade Level (13.5 ± 0.7), Coleman-Lau Index (13) and DISCERN (62 ± 4.4). These results suggest statistically significant superior comprehensibility and alignment with clinical guidelines in the medical advice given by ChatGPT. Bard followed closely behind, with BingAI trailing in all categories. The only non-significant statistical differences (P > 0.05) were found between ChatGPT and Bard's readability indices, and between the Flesch Reading Ease scores of ChatGPT/Bard and BingAI.

CONCLUSION

This study demonstrates the potential utility of LLMs in fostering self-directed and personalized learning, as well as bolstering clinical decision-making support for junior doctors. However further development is needed for its integration into education.

Simulation in plastic and reconstructive surgery: a scoping review

Since the origins of surgery, simulation has played an important role in surgical education, particularly in plastic and reconstructive surgery. This has greater relevance in contemporary settings of reduced clinical exposure resulting in limited work-based learning opportunities. With changing surgical curricula, it is prescient to examine the role of simulation in plastic and reconstructive surgery.

A scoping review protocol was used to identify relevant studies, with an iterative process identifying, reviewing and charting the data to derive reported outcomes and themes.

Of the 554 studies identified, 52 studies were included in this review. The themes identified included simulator modalities, curriculum elements targeted and relevant surgical competencies. There was a predominance of synthetically based simulators, targeting technical skills largely associated with microsurgery, paediatric surgery and craniomaxillofacial surgery.

Existing simulators largely address high-complexity procedures. There are multiple under-represented areas, including low-complexity procedures and simulation activities addressing communication, collaboration, management and leadership. There are many opportunities for simulation in surgical education, which requires a contextual appreciation of educational theory. Simulation may be used both as a learning method and as an assessment tool.

This review describes the literature relating to simulation in plastic and reconstructive surgery and proposes opportunities for incorporating simulation in a broader sense, in the surgical curriculum.

Effects of COVID-19 lockdown measures on emergency plastic and reconstructive surgery presentations

Background

In Australia, the COVID‐19 pandemic has caused severe social disruptions, including restrictions to the movement of people. Healthcare centres around the world have seen changes in the nature of injuries acquired during the COVID‐19 pandemic; we therefore hypothesize that social isolation measures have changed the pattern of plastic and reconstructive surgery presentations.

Methods

A prospective cohort study was designed comparing patient presentations during the enforced COVID‐19 lockdown to two previous periods. All emergency referrals requiring operative intervention by the plastic and reconstructive surgery unit of our institution were included. Patient demographics, place and mechanism of injury, drug and alcohol involvement, delays to presentation, length of admission and complication rates were collected.

Results

Demographics and complication rates were similar across all groups. A 31.8% reduction in total number of emergency cases was seen during the lockdown period. Increase in do‐it‐yourself injuries (P = 0.001), bicycle injuries (P = 0.001) and injuries acquired via substance abuse (P = 0.041) was observed. Head and neck injuries, mostly due to animal bites and falls, were also more prevalent compared to the same period the previous year (P = 0.007). As expected, over 80% of plastic surgery operations during the COVID‐19 period were due to injuries acquired at home, a significant increase compared to previous periods.

Conclusion

Despite changes in the pattern of presentations requiring plastic and reconstructive emergency surgery, traumatic injuries continued to occur during the pandemic. Thus, planning will be essential to ensure resource allocation for emergency procedures is sustained as second and third waves of COVID‐19 cases emerge worldwide.

Use of submental and submandibular free vascularized lymph node transfer for treatment of scrotal lymphedema: Report of two cases

Genital lymphedema is a rare condition in males that can lead to difficulty in voiding, sexual function, hygiene, and mobility. Only several methods of treatment have been developed and studied, primarily focusing on restoring patency of diseased lymph channels or resection of affected tissue. We are the first to describe the surgical technique and our experience of using free submental and submandibular arterio-venous vascularized lymph node transfer specifically for the treatment of scrotal edema. We report on two patients who have undergone selective neck dissection of submental and submandibular lymph nodes based off the facial artery and vein. These vascularized lymph nodes were then transferred to the groin, with anastomosis to the deep inferior epigastric perforator artery and vein. The first patient, a 63 year old had initial pretreatment measurement of the anal verge to base of penis was 18 cm in length, and maximum circumference of scrotum 27 cm for the first patient, and 31-42 cm, respectively, for the second patient, a 66 year old. At 9-month review for the first patient and 6-month review for the second patient, both donor and recipient site wounds had healed. The anal verge to base of penis length had decreased to 16 cm, while maximum circumference of scrotum had decreased to 23 cm, and 25-38 cm, respectively, for the second patient. We have had good success with reducing the burden on patients using this novel technique, and hence it should be considered as a viable treatment methodology in appropriately selected patients.

Patient related outcome measures for breast augmentation mammoplasty: a systematic review

We review the current literature for validated patient related outcome measures (PROM) in breast augmentation mammoplasty (BAM). Using Medline search between 1966 to 2018, using the search strategy ("patient reported outcome measure" OR "surveys or questionnaires") AND "breast" AND ("augment" OR "implant") was performed. A manual search with Google Scholar using the search term "Patient Reported Outcome Measures in Bilateral Augmentation Mammaplasty" was also performed. Once the search yielded its results, a further search of bibliographic references within the articles was also performed. The Medline computer search produced 72 results, with a Google Scholar search yielding two results and a bibliographic search of all articles revealing a further single result. Ten studies were included as they used validated PROM. Three articles used the same PROM (Breast-Q) and seven used different PROM, therefore 8 validated PROM were discovered. Bilateral augmentation mammoplasty has been demonstrated to confer an increase in patient reported outcomes in domains of satisfaction with breasts and psychological well-being. There is some decrease in physical well-being following this procedure. Validated PROMs provide objective data relating to different aspects of BAM. Combined with traditional surgeon-based outcome measures and implant registry data, they may provide a more comprehensive insight into the patient journey.

The Acutely Blue Finger: Cause for Concern?

An acutely blue finger may cause concern, with both ischaemic and non-ischaemic aetiologies. Achenbach syndrome is a rare condition involving spontaneous haematoma of the finger. We present a case with distinct histological findings and a family history.

Traumatic Suprascapular Nerve Injury at the Notch-A Reason for the Posterior Approach in Brachial Plexus Reconstruction

Background Optimal dynamic reconstruction of shoulder function requires a functional suprascapular nerve (SSN). Nerve transfer of the distal spinal accessory nerve (dSAN) to the SSN will in many cases restore very good supraspinatus and infraspinatus function. One potential cause of failure of this nerve transfer is an unrecognized more distal injury of the SSN. An anterior approach to this transfer does not allow for visualization of the nerve at the scapular notch which is a disadvantage when compared with a posterior approach to the SSN.

Methods All patients of the senior author (S.F.) with traumatic brachial plexus injuries undergoing spinal accessory nerve to SSN transfer via the posterior approach were analyzed.

Results Of the 58 patients, 11 (19.0%) demonstrated abnormal findings at the notch. In two of these 11 patients (18.2%), reconstruction was abandoned due to severe injury of the nerve. There was a higher rate of clavicular fractures in patients with SSN injuries at the notch, compared with no SSN injury at the notch (63.6 vs. 12.8%).

Conclusion The dSAN to SSN transfer is a reliable reconstruction for restoration of shoulder external rotation and abduction. There is a high proportion of injuries to the nerve at the notch, which can be best appreciated from a posterior approach. The authors, therefore, advocate a posterior approach for this nerve transfer.

Measurement of serum melatonin in intensive care unit patients: changes in traumatic brain injury, trauma, and medical conditions

Melatonin is an endogenous hormone mainly produced by the pineal gland whose dysfunction leads to abnormal sleeping patterns. Changes in melatonin have been reported in acute traumatic brain injury (TBI); however, the impact of environmental conditions typical of the intensive care unit (ICU) has not been assessed. The aim of this study was to compare daily melatonin production in three patient populations treated at the ICU to differentiate the role of TBI versus ICU conditions. Forty-five patients were recruited and divided into severe TBI, trauma without TBI, medical conditions without trauma, and compared to healthy volunteers. Serum melatonin levels were measured at four daily intervals at 0400 h, 1000 h, 1600 h, and 2200 h for 7 days post-ICU admission by commercial enzyme linked immunosorbent assay. The geometric mean concentrations (95% confidence intervals) of melatonin in these groups showed no difference being 8.3 (6.3–11.0), 9.3 (7.0–12.3), and 8.9 (6.6–11.9) pg/mL, respectively, in TBI, trauma, and intensive care cohorts. All of these patient groups demonstrated decreased melatonin concentrations when compared to control patients. This study suggests that TBI as well as ICU conditions, may have a role in the dysfunction of melatonin. Monitoring and possibly substituting melatonin acutely in these settings may assist in ameliorating long-term sleep dysfunction in all of these groups, and possibly contribute to reducing secondary brain injury in severe TBI.

Endogenous melatonin increases in cerebrospinal fluid of patients after severe traumatic brain injury and correlates with oxidative stress and metabolic disarray

Oxidative stress plays a significant role in secondary damage after severe traumatic brain injury (TBI); and melatonin exhibits both direct and indirect antioxidant effects. Melatonin deficiency is deleterious in TBI animal models, and its administration confers neuroprotection, reducing cerebral oedema, and improving neurobehavioural outcome. This study aimed to measure the endogenous cerebrospinal fluid (CSF) and serum melatonin levels post-TBI in humans and to identify relationships with markers of oxidative stress via 8-isoprostaglandin-F2alpha (isoprostane), brain metabolism and neurologic outcome. Cerebrospinal fluid and serum samples of 39 TBI patients were assessed for melatonin, isoprostane, and various metabolites. Cerebrospinal fluid but not serum melatonin levels were markedly elevated (7.28+/-0.92 versus 1.47+/-0.35 pg/mL, P<0.0005). Isoprostane levels also increased in both CSF (127.62+/-16.85 versus 18.28+/-4.88 pg/mL, P<0.0005) and serum (562.46+/-50.78 versus 126.15+/-40.08 pg/mL (P<0.0005). A strong correlation between CSF melatonin and CSF isoprostane on day 1 after injury (r=0.563, P=0.002) suggests that melatonin production increases in conjunction with lipid peroxidation in TBI. Relationships between CSF melatonin and pyruvate (r=0.369, P=0.049) and glutamate (r=0.373, P=0.046) indicate that melatonin production increases with metabolic disarray. In conclusion, endogenous CSF melatonin levels increase after TBI, whereas serum levels do not. This elevation is likely to represent a response to oxidative stress and metabolic disarray, although further studies are required to elucidate these relationships.