Large Language Models in Medicine: The Potentials and Pitfalls : A Narrative Review.

Large language models (LLMs) are artificial intelligence models trained on vast text data to generate humanlike outputs. They have been applied to various tasks in health care, ranging from answering medical examination questions to generating clinical reports. With increasing institutional partnerships between companies producing LLMs and health systems, the real-world clinical application of these models is nearing realization. As these models gain traction, health care practitioners must understand what LLMs are, their development, their current and potential applications, and the associated pitfalls in a medical setting. This review, coupled with a tutorial, provides a comprehensive yet accessible overview of these areas with the aim of familiarizing health care professionals with the rapidly changing landscape of LLMs in medicine. Furthermore, the authors highlight active research areas in the field that promise to improve LLMs' usability in health care contexts.

Neonatal skin health and associated dermatological conditions.

PURPOSE OF REVIEW: This review describes recent developments in neonatal skincare management and situates these findings within the preexisting literature on neonatal dermatology. RECENT FINDINGS: The studies included in this review expand research methods evaluating skincare management to different contexts across the world. Several studies explore the roles of emollient therapy, disinfection, and skin-to-skin contact on improving neonates' long-term health outcomes. Recent findings also assess the impact of neonatal interventions on atopic dermatitis risk later in life as well as epidemiological and microbiome variables that may predict this risk. Additionally, updates on various dermatological conditions unique to neonates are discussed in further detail. SUMMARY: Neonatal skincare management differs in notable ways from that of other age groups. The presentation of dermatologic diseases as well as the rare conditions that affect neonates make their clinical management unique. The recent literature on neonatal dermatology can help inform clinicians regarding important considerations in treating their neonatal population.

Gender-affirming surgeries for transgender and gender diverse individuals and associated health outcomes.

Gender-affirming care is treatment that recognizes and affirms the gender identity of transgender and gender-diverse (TGD) individuals. Though not all TGD people choose to surgically transition, gender-affirming surgeries (GAS) are an important part of many TGD people's transition. GAS can include a wide array of procedures aimed at aligning an individual's physical characteristics and gender identity. This review describes the most common procedures considered to be GAS, detailing important relevant considerations for each procedure. These include transfeminine procedures (i.e., breast augmentation, penile inversion vaginoplasty, orchiectomy, tracheal shave, and facial feminization); transmasculine procedures (i.e., chest masculinization, hysterectomy, phalloplasty, and metoidioplasty); and other procedures (i.e., fertility preservation and hair removal). Patient outcomes and the legal landscape for GAS are also discussed to contextualize these procedures within largest discourses surrounding gender-affirming care.

Encephalitis and meningitis in Western Africa: a scoping review of pathogens.

OBJECTIVE: To give an overview of the recently reported literature on the aetiologies of meningitis and encephalitis in western sub-Saharan Africa. METHODS: We conducted a scoping review following PRISMA guidance on published meningitis and encephalitis cases in the 16 countries of the United Nations-defined western sub-Saharan African region as identified in cohort studies, case series, and case reports, published 01/01/2000-08/01/2020, and available in four databases in August 2020 with an abstract in English, French or Italian. RESULTS: There were 38 distinct pathogens identified from 91 cohort studies' data and 48 case reports or case series' data. In cohort-level data, the majority of cases were caused by Neisseria meningitidis (71.5%), Streptococcus pneumoniae (17.6%) and Haemophilus influenzae (7.3%). In case report- and case series-level data, 40.5% of patients were <18 years old, 28.6% were female, and 28.6% were known to be immunocompromised. The case fatality rate was 39.3%. The most commonly reported pathogens among immunocompetent patients were Salmonella species (13 cases) and Ebola virus (9 cases), and the most commonly reported pathogen among immunocompromised patients was Cryptococcus neoformans (18 cases). Most cohort cases (52.3%) derived from Niger followed by Burkina Faso (28.6%). Most cases from single reports or series were reported from Nigeria (21.4%), Mali (20.2%) and Burkina Faso (19.0%). CONCLUSIONS: Given the small number of pathogens reported, our findings underscore the need to better screen, diagnose and monitor populations in western sub-Saharan Africa for additional CNS pathogens, including those posing significant outbreak risks.

Streamlining Interstate Access to Gender-Affirming Surgeries.

This Viewpoint explains the obstacles faced by individuals seeking gender-affirming care and summarizes needed changes to improve quality of care and access to care.

Gender-affirming vaginoplasty online resources exceed patient health literacy: A readability analysis.

Purpose: Ensuring that educational materials geared toward transgender and gender-diverse patients are comprehensible can mitigate barriers to accessing gender-affirming care and understanding postoperative care. This study evaluates the readability of online patient resources related to gender-affirming vaginoplasty. Methods: Online searches for vaginoplasty were conducted in January 2023 using two search engines. The readability scores of the top ten websites and their associated hyperlinked webpages were derived using ten validated readability tests. Results: A total of 40 pages were assessed from the vaginoplasty searches. The average reading grade level for all the webpages with relevant educational materials was 13.3 (i.e., college level), exceeding the American Medical Association's recommended 6th grade reading level. Conclusion: Complex patient resources may impede patients' understanding of gender-affirming vaginoplasty. Online patient education resources should be created that are more accessible to patients with diverse reading comprehension capabilities.

Utilizing a participatory curriculum development approach for multidisciplinary training on the forensic medical evaluation of asylum seekers.

BACKGROUND: Clinicians play an important role in asylum applications through the forensic medical evaluation (FME). The lack of adequately trained and knowledgeable clinicians limits access to FME. Participatory curriculum development is a powerful tool that elevates voices of multiple stakeholders to generate innovation in FME education. The objective of this study was to conduct an interview-based curricular needs assessment of the core skills needed to perform safe and effective FME and the most effective teaching methods targeting multidisciplinary learners. METHODS: In accordance with a participatory curriculum development framework, we conducted semi-structured interviews of individuals in four key stakeholder groups that play an important role in FME: asylees, experienced educators, prospective learners, and attorneys. We used grounded theory, an inductive approach to the thematic coding of interview transcripts. RESULTS: Interview participants described the most important skills for performing FME and approaches to teaching these skills. Thematic saturation was reached at 13 interviews. Four major themes central to an FME curriculum were identified: (1) Core knowledge and technical skills to perform effective FME, (2) Practical skills in a trauma-informed approach to FME, (3) Mitigating secondary trauma and building resilience, and (4) Teaching approaches for multi-disciplinary learners. CONCLUSION: We conducted an interview-based study utilizing participatory curriculum development principles to investigate the most important skills to conduct safe and effective FME of asylum seekers. We found that experiential training that emphasizes the practice of skills in a multi-disciplinary environment is more aligned with stakeholder needs than existing frameworks built around one-way knowledge transfer.

Perceptions of US-Based Muslim Patients of Their Dermatology Care.

Importance: Cultural humility training is of growing interest, yet the religious and cultural accommodations of Muslim patients in dermatology have not been studied. Objective: To explore the perceptions of Muslim patients of their dermatology care. Design, Setting, and Participants: This qualitative mixed-methods study, consisting of surveys and semistructured interviews, recruited participants from 2 clinical sites within a large academic health care system in California. Participants were adult, English-speaking, Muslim patients who were evaluated at least once by a medical or surgical dermatologist between January 2022 and January 2023. Main Outcomes and Measures: A survey obtained the following data: demographics, religious practices pertinent to dermatology care, and experiences of bias outside and inside the dermatology clinic. Semistructured interviews covered topics related to positive and negative experiences in the dermatology clinic, accommodation of cultural and religious needs in dermatology, and future interventions. Results: A total of 21 patients (mean [SD] age, 36.4 [11.6] years; range, 26-71 years) participated in the study: 5 male individuals (24%) and 16 female individuals (76%), including 10 female individuals who wore hijab. Eleven participants identified as Middle Eastern (52%), 8 as South Asian (38%), 1 as North African (5%), and 1 as Pacific Islander (5%). Survey results showed variations in the impact of Islamic practices on dermatology care. Interviews showed that Muslim participants did not perceive dermatology care as a priority and expressed interest in community events focused on general dermatology education. They also experienced stigmatization of their skin disease and cosmetic care. Prior experiences with Islamophobia and colorism hindered the Muslim patient-dermatologist relationship and disclosure of the need for accommodations. There were instances when participants experienced bias and poor cultural humility from dermatologists. Finally, Muslim participants had unique religious and cultural needs pertinent to their care, including clinician gender concordance, medication timing adjustment while fasting, and halal medication ingredients. Conclusions and Relevance: This qualitative mixed-methods study explored the experiences of Muslim patients in dermatology in the US. Recommendations supported by this study include incorporating religion into cultural humility training, increasing diversity in the dermatology workforce, implementing policies for clearer medication labeling, supporting dermatology research in subpopulations of Muslim individuals in the US, and partnering with community organizations for dermatology education.

Incidence of Nonkeratinocyte Skin Cancer After Breast Cancer Radiation Therapy.

Importance: Previous studies have suggested that radiation therapy may contribute to an increased risk of subsequent nonkeratinocyte (ie, not squamous and basal cell) skin cancers. Objective: To test the hypothesis that radiation therapy for breast cancer increases the risk of subsequent nonkeratinocyte skin cancers, particularly when these cancers are localized to the skin of the breast or trunk. Design, Setting, and Participants: This population-based cohort study used longitudinal data from the Surveillance, Epidemiology, and End Results (SEER) Program for January 1, 2000, to December 31, 2019. The SEER database includes population-based cohort data from 17 registries. Patients with newly diagnosed breast cancer were identified and were evaluated for subsequent nonkeratinocyte skin cancer development. Data analysis was performed from January to August 2023. Exposures: Radiation therapy, chemotherapy, or surgery for breast cancer. Main Outcomes and Measures: The primary outcomes were standardized incidence ratios (SIRs) for subsequent nonkeratinocyte skin cancer development from 2000 to 2019 based on treatment type (radiation therapy, chemotherapy, or surgery), skin cancer site on the body, and skin cancer subtype. Results: Among the 875 880 patients with newly diagnosed breast cancer included in this study, 99.3% were women, 51.6% were aged older than 60 years, and 50.3% received radiation therapy. A total of 11.2% patients identified as Hispanic, 10.1% identified as non-Hispanic Black, and 69.5% identified as non-Hispanic White. From 2000 to 2019, there were 3839 patients with nonkeratinocyte skin cancer, including melanoma (3419 [89.1%]), Merkel cell carcinoma (121 [3.2%]), hemangiosarcoma (104 [2.7%]), and 32 other nonkeratinocyte skin cancers (195 [5.1%]), documented to occur after breast cancer treatment. The risk of nonkeratinocyte skin cancer diagnosis after breast cancer treatment with radiation was 57% higher (SIR, 1.57 [95% CI, 1.45-1.7]) than that of the general population when considering the most relevant site: the skin of the breast or trunk. When risk at this site was stratified by skin cancer subtype, the SIRs for melanoma and hemangiosarcoma were both statistically significant at 1.37 (95% CI, 1.25-1.49) and 27.11 (95% CI, 21.6-33.61), respectively. Receipt of radiation therapy was associated with a greater risk of nonkeratinocyte skin cancer compared with chemotherapy and surgical interventions. Conclusions and Relevance: In this study of patients with breast cancer, an increased risk of melanoma and hemangiosarcoma after breast cancer treatment with radiation therapy was observed. Although occurrences of nonkeratinocyte skin cancers are rare, physicians should be aware of this elevated risk to help inform follow-up care.

Skin Cancer and Other Dermatologic Conditions Among US Veterans.

Importance: US veterans may be at an increased risk of developing various dermatologic conditions compared with nonveterans. Objectives: To compare the prevalence and the odds of dermatologic conditions (eg, skin cancers, dermatitis/eczema/rash, psoriasis) between veterans and nonveterans. Design, Setting, and Participants: This population-based cross-sectional study leveraged nationally representative data from the National Health and Nutrition Examination Survey (NHANES). Three questionnaires (demographics, medical conditions, and dermatology) were merged from 1999-2018 for analysis. Participants were nonveterans and veterans from NHANES data. Data were analyzed from August 2023 to April 2024. Main Outcomes and Measures: The prevalence and odds ratios (ORs) comparing veterans and nonveterans were examined for various dermatologic conditions, including self-reported skin cancer history (any skin cancer, melanoma, nonmelanoma and unknown subtypes), dermatitis/eczema/inflamed rash, and psoriasis. Results: In a total of 61 307 participants (54 554 nonveterans and 6753 veterans), there was a higher prevalence of any skin cancer history among US veterans compared with nonveterans (9.0% vs 2.9%; P < .001) as well as a higher prevalence of melanoma history (2.2% vs 0.6%; P < .001). Adjusted for demographic factors, veterans had higher odds of any skin cancer history (OR, 1.72; 95% CI, 1.23-2.40) and higher odds of a melanoma history (OR, 2.27; 95% CI, 1.17-4.39) compared with nonveterans. Veterans had a higher prevalence of a psoriasis diagnosis compared with nonveterans (4.5% vs 2.9%; P = .002) and a 61% higher odds of a psoriasis diagnosis (OR, 1.61; 95% CI, 1.05-2.46) compared with nonveterans. Conclusions and Relevance: This cross-sectional study found that veterans have higher prevalence and odds of various dermatologic conditions compared with nonveterans. Efforts aimed at improving health care quality among veterans must investigate the underlying causes of worsened skin health in this population.

E = mc2 : Education (E), medication (m), and conditional cash (c2 ) to improve uptake of antiseizure medications in a low-resource population: Protocol for randomized trial.

OBJECTIVE: Most people with epilepsy (PWE) could live seizure-free if treated with one or more antiseizure medications (ASMs). The World Health Organization (WHO) estimates that 75% of PWE in low-resource settings lack adequate antiseizure treatment. Limited education surrounding epilepsy and the out-of-pocket costs of ASMs in particular pose barriers to managing epilepsy in resource-poor, low-income settings. The aim of this study is to implement and test a novel strategy to improve outcomes across the epilepsy care cascade marked by (1) retention in epilepsy care, (2) adherence to ASMs, and (3) seizure reduction, with the measured goal of seizure freedom. METHODS: A randomized, double-blinded clinical trial will be performed, centered at the Ignace Deen Hospital in Conakry, Republic of Guinea, in Western Sub-Saharan Africa. Two hundred people with clinically diagnosed epilepsy, ages 18 years and above, will receive education on epilepsy and then be randomized to (i) free ASMs versus (ii) conditional cash, conditioned upon return to the epilepsy clinic. Participants will be followed for 360 days with study visits every 90 days following enrollment. SIGNIFICANCE: We design a randomized trial for PWE in Guinea, a low-resource setting with a high proportion of untreated PWE and a nearly completely privatized healthcare system. The trial includes a conditional cash transfer intervention, which has yet to be tested as a targeted means to improve outcomes for people with a chronic neurological disorder. The trial aims to provide an evidence base for the treatment of epilepsy in such settings. PLAIN LANGUAGE SUMMARY: We present a clinical trial protocol for a randomized, blinded study of 200 people with epilepsy in the low-resource African Republic of Guinea, providing an educational intervention (E), and then randomizing in a 1:1 allocation to either free antiseizure medication (m) or conditional cash (c2 ) for 360 days. Measured outcomes include (1) returning to outpatient epilepsy care, (2) adherence to antiseizure medications (ASMs), and (3) reducing the number of seizures. This study is an initial look at giving small amounts of cash for desired results (or "nudges") for improving epilepsy outcomes in the sub-Saharan African and brain disorder contexts.

Body mass index and benign breast surgeries: A survey of plastic surgeons' knowledge and attitudes.

Background: The academic literature has not arrived at a consensus on the importance of body mass index (BMI) as an indicator of surgical feasibility and risk. This study evaluates board-certified plastic surgeons' and trainees' knowledge, experiences, and concerns around performing benign breast surgeries in high-BMI patients. Methods: An online survey instrument was developed and shared with plastic surgeons and plastic surgery trainees from December 2021 to January 2022. Results: There were 30 respondents (18 from Israel, 11 from the United States, and 1 from Turkey). For respondents who had BMI guidelines for performing benign breast surgeries, the median maximum BMI was 35 for all procedures. Most respondents supported or strongly supported their BMI guidelines.The majority of respondents indicated that they tended to have less training and experience in performing benign breast surgeries on high-BMI patients compared to those with BMI <30. Most respondents indicated that they were less satisfied with the results of these procedures on high-BMI patients compared to those with BMI <30. The median post-operation recovery time was indicated to be similar for high-BMI patients compared to those with BMI <30 across all procedures; however, the postoperative complication rate was indicated as higher. Conclusions: Respondents indicated that the risks of complication, more frequent need for surgical revisions, and unsatisfactory outcomes were their greatest concerns when conducting chest surgeries among high-BMI patients. Given that most surgeons practice in settings where high-BMI patients are excluded from procedure access, further research is needed to assess the extent to which these concerns reflect actual outcome differences.

The Current State of Transgender Health Curricula in Graduate Surgical Education: A Systematic Review of Survey Data.

OBJECTIVES: Transgender and gender diverse (TGD) individuals in the U.S. face significant healthcare disparities, which can be further exacerbated by providers' unfamiliarity with this population's specific needs. ACGME currently does not have requirements for gender-affirming surgery (GAS) in the residency programs of surgical specialties that are responsible for providing this care. This systematic review evaluates gender-affirming care (GAC) and GAS training in surgical residency programs in the U.S. through the analysis of survey respondent data. METHODS: Six databases (PubMed, Embase, Web of Science and Scopus, Cochrane Library and Google Scholar) were searched in December 2022 and May 2023. The search process ultimately yielded 22 survey-based studies, published between 2015 and 2023, with responses from 3020 respondents (2582 trainees and/or attending physicians, 438 program directors). RESULTS: Six different surgical specialties were the focus of included studies, and common questions revolved around GAS training availability, comfort in treating TGD patients, and the importance of GAS in graduate surgical education (GSE). Less than half of trainees indicated that they received some form of previous GAC or GAS training, and less than half of program directors indicated that their residency or fellowship program offered such training. CONCLUSIONS: While comfort levels around treating TGD patients ranged, the studies indicated an overall perceived importance of GAS training. These findings highlight the need to incorporate GAS training into graduate surgical education to improve access to and quality of care for TGD patients.

The effect of activity and face masks on exhaled particles in children.

Importance: Despite the high burden of respiratory infections among children, the production of exhaled particles during common activities and the efficacy of face masks in children have not been sufficiently studied. Objective: To determine the effect of type of activity and mask usage on exhaled particle production in children. Methods: Healthy children were asked to perform activities that ranged in intensity (breathing quietly, speaking, singing, coughing, and sneezing) while wearing no mask, a cloth mask, or a surgical mask. The concentration and size of exhaled particles were assessed during each activity. Results: Twenty-three children were enrolled in the study. Average exhaled particle concentration increased by intensity of activity, with the lowest particle concentration during tidal breathing (1.285 particles/cm3 [95% CI 0.943, 1.627]) and highest particle concentration during sneezing (5.183 particles/cm3 [95% CI 1.911, 8.455]). High-intensity activities were associated with an increase primarily in the respirable size (≤ 5 µm) particle fraction. Surgical and cloth masks were associated with lower average particle concentration compared to no mask (P = 0.026 for sneezing). Surgical masks outperformed cloth masks across all activities, especially within the respirable size fraction. In a multivariable linear regression model, we observed significant effect modification of activity by age and by mask type. Interpretation: Similar to adults, children produce exhaled particles that vary in size and concentration across a range of activities. Production of respirable size fraction particles (≤ 5 µm), the dominant mode of transmission of many respiratory viruses, increases significantly with coughing and sneezing and is most effectively reduced by wearing surgical face masks.

Conditional cash transfers to improve health-focused outcomes: a global scoping review.

This scoping review assesses the use of conditional cash transfer (CCT) interventions - direct distribution of money to individuals conditional on their compliance to certain requirements - in randomised controlled trials, quasi-experimental studies and large community-based randomised trials with health-focused outcomes. Five databases were searched to identify 68 records published 2004-2021 from 25 countries (8 low- (32%), 5 lower middle- (20%), 6 upper middle- (24%) and 6 high-income (24%), according to the World Bank Categorisation (2017). Forty-six studies were unique (after excluding multiple publications on a single study). The most common outcomes assessed were infectious diseases (30%); maternal health (24%); vaccination rates (17%); and childhood developmental measures (17%). The number of participants receiving CCT in each study ranged from 47 to 5,788, with a median of 487 individuals. The number of total participants ranged from 72 to 14,000, with a median of 1,289 individuals. Fifteen percent of studies involved mobile CCT disbursement. More than a quarter of payments were greater than 50 USD (29%), and most payments were 20 USD or less (58%). Seventy-eight percent of unique full-length studies reported statistically significant CCT effects. Although CCTs remain controversial, a growing evidence base is emerging for their potential impact in specific health conditions.

The great recession and job loss spillovers: impact of tradable employment shocks on supporting services.

This paper explores the spillover effects of job losses via input-output linkages during the Great Recession. Exploiting exogenous variation in tradable employment shocks across US counties, the paper finds that job losses in a county's tradable industries cause further job losses in the county's supporting services. A 10% exogenous decline in tradable employment reduces supporting industries' employment by 3.1%. In addition, a county's regional supporting services are relatively less affected by its tradable job losses than its local supporting services, reinforcing the argument that the spillovers are due to input-output linkages.

Practical needs and considerations for refugees and other forcibly displaced persons with neurological disorders: Recommendations using a modified Delphi approach.

Background: There are >70 million forcibly displaced people worldwide, including refugees, internally displaced persons, and asylum seekers. While the health needs of forcibly displaced people have been characterized in the literature, more still needs to be done globally to translate this knowledge into effective policies and actions, particularly in neurology. Methods: In 2020, a global network of published experts on neurological disease and refugees was convened. Nine physician experts from nine countries (2 low, 1 lower-middle income, 5 upper-middle, 1 high income) with experience treating displaced people originating from 18 countries participated in three survey and two discussion rounds in accordance with the Delphi method. Results: A consensus list of priority interventions for treating neurological conditions in displaced people was created, agnostic to cost considerations, with the ten highest ranking tests or treatments ranked as: computerized tomography scans, magnetic resonance imaging scans, levetiracetam, acetylsalicylic acid, carbamazepine, paracetamol, sodium valproate, basic blood tests, steroids and anti-tuberculous medication. The most important contextual considerations (100% consensus) were all economic and political, including the economic status of the displaced person's country of origin, the host country, and the stage in the asylum seeking process. The annual cost to purchase the ten priority neurological interventions for the entire displaced population was estimated to be 220 million USD for medications and 4.2 billion USD for imaging and tests. Conclusions: A need for neuroimaging and anti-seizure medications for forcibly displaced people was emphasized. These recommendations could guide future research and investment in neurological care for forcibly displaced people.

Impact of COVID-19 on U.S. and Canadian neurologists' therapeutic approach to multiple sclerosis: a survey of knowledge, attitudes, and practices.

OBJECTIVE: To report the understanding and decision-making of neuroimmunologists and their treatment of patients with multiple sclerosis (MS) during the early stages of the SARS-CoV-2 (COVID-19) outbreak. METHODS: A survey instrument was designed and distributed online to neurologists in April 2020. RESULTS: There were 250 respondents (response rate 21.8%). 243 saw > = 10 MS patients in the prior 6 months (average 197 patients) and were analyzed further (92% USA, 8% Canada; average practice duration 16 years; 5% rural, 17% small city, 38% large city, 40% highly urbanized). Patient volume dropped an average of 79% (53-11 per month). 23% were aware of patients self-discontinuing a DMT due to fear of COVID-19 with 43% estimated to be doing so against medical advice. 65% of respondents reported deferring > = 1 doses of a DMT (49%), changing the dosing interval (34%), changing to home infusions (20%), switching a DMT (9%), and discontinuing DMTs altogether (8%) as a result of COVID-19. Changes in DMTs were most common with the high-efficacy therapies alemtuzumab, cladribine, ocrelizumab, rituximab, and natalizumab. 35% made no changes to DMT prescribing. 98% expressed worry about their patients contracting COVID-19 and 78% expressed the same degree of worry about themselves. > 50% believed high-efficacy DMTs prolong viral shedding of SARS-CoV-2 and that B-cell therapies might prevent protective vaccine effects. Accelerated pace of telemedicine and practice model changes were identified as major shifts in practice. CONCLUSIONS: Reported prescribing changes and practice disruptions due to COVID-19 may be temporary but could have a lasting influence on MS care.