Harnessing ChatGPT and GPT-4 for evaluating the rheumatology questions of the Spanish access exam to specialized medical training.

The emergence of large language models (LLM) with remarkable performance such as ChatGPT and GPT-4, has led to an unprecedented uptake in the population. One of their most promising and studied applications concerns education due to their ability to understand and generate human-like text, creating a multitude of opportunities for enhancing educational practices and outcomes. The objective of this study is twofold: to assess the accuracy of ChatGPT/GPT-4 in answering rheumatology questions from the access exam to specialized medical training in Spain (MIR), and to evaluate the medical reasoning followed by these LLM to answer those questions. A dataset, RheumaMIR, of 145 rheumatology-related questions, extracted from the exams held between 2010 and 2023, was created for that purpose, used as a prompt for the LLM, and was publicly distributed. Six rheumatologists with clinical and teaching experience evaluated the clinical reasoning of the chatbots using a 5-point Likert scale and their degree of agreement was analyzed. The association between variables that could influence the models' accuracy (i.e., year of the exam question, disease addressed, type of question and genre) was studied. ChatGPT demonstrated a high level of performance in both accuracy, 66.43%, and clinical reasoning, median (Q1-Q3), 4.5 (2.33-4.67). However, GPT-4 showed better performance with an accuracy score of 93.71% and a median clinical reasoning value of 4.67 (4.5-4.83). These findings suggest that LLM may serve as valuable tools in rheumatology education, aiding in exam preparation and supplementing traditional teaching methods.

Clinical management and discontinuation of treatment in patients with recent onset rheumatoid arthritis in a rheumatology consultation.

INTRODUCTION: The treatment of Rheumatoid Arthritis (RA) has changed dramatically in recent years, especially with the use of disease modifying drugs (DMARDs). Data on the management of this disease in clinical trials are abundant, but not so in real life. The aim of our study is to describe the management of an early RA cohort in daily clinical practice, especially DMARD discontinuations and reasons. METHODS: A retrospective observational study of patients with RA diagnosed between 01/07 and 12/14 followed up to 01/17, using >1 DMARD ≥ 3 months. VARIABLES: sociodemographic, clinical, treatment, DMARD discontinuation and reason. Descriptive analysis of sociodemographic, clinical and treatment characteristics. Discontinuation incidence rate (DIR) due to survival techniques, expressed in 100 patients*year with 95% confidence interval. RESULTS: 814 patients were included with 2388 courses of treatment, 77% women, mean age 57.5 years. First course: monotherapy (92.75%), especially Methotrexate (56.06%). In later courses there was increased combined therapy and use of biologicals (mainly Etanercept). There were 1094 discontinuations (29.5 [27.8-31.3]). The DIR was higher for adverse events (15.9 [14.7-17.3]), biologicals (49.6 [43.1-57.2]) and combined therapy. The DMAR with the lowest DIR was MTX (25.8 [23.8-28.1]). CONCLUSION: Methotrexate was the most used drug, biologicals increased throughout the follow-up, the most frequent being Etanercept. The DMARD DIR was 29*100 patients per year, mainly due to adverse events. It seems to be higher in the therapies that include biologicals and combined therapies. MTX is the drug with the lowest DIR.

Manejo clínico y discontinuación de tratamiento en pacientes con artritis reumatoide de inicio en una consulta de Reumatología / Clinical Management and Discontinuation of Treatment in Patients with Recent Onset Rheumatoid Arthritis in a Rheumatology Consultation

Introducción: El tratamiento de la artritis reumatoide ha cambiado drásticamente en los últimos años, sobre todo con el uso de los fármacos modificadores de la enfermedad (FAME). Los datos sobre el manejo de esta enfermedad en ensayo clínico son abundantes, pero no en la vida real. El objetivo de nuestro estudio es describir el manejo de una cohorte de artritis reumatoide de inicio en práctica clínica diaria, especialmente las suspensiones de los FAME y sus causas. Métodos: Estudio observacional retrospectivo de pacientes con artritis reumatoide diagnosticados entre 01/07 y 12/14 seguidos hasta 01/17, que usaron>1 FAME≥3 meses. Variables: sociodemográficas, clínicas, tratamiento, suspensión del FAME y causa. Análisis descriptivo de las características sociodemográficas, clínicas y de tratamiento. Incidencia de suspensión (IS) por técnicas de supervivencia, expresándose en 100 pacientes/año con intervalo de confianza del 95%. Resultados: Se incluyen 814 pacientes con 2.388 cursos de tratamiento, el 77% mujeres, edad media 57,5 años. Primer curso: monoterapia (92,75%), especialmente metotrexate (56,06%). En posteriores cursos aumentan terapia combinada y uso de biológico (principalmente etanercept). Se registraron 1.094 suspensiones (29,5 [27,8-31,3]). La IS fue mayor para evento adverso (15,9 [14,7-17,3]), biológicos (49,6 [43,1-57,2]) y terapia combinada. El FAME con menor IS fue metotrexate (25,8 [23,8-28,1]). Conclusión: El metotrexate fue el fármaco más utilizado, el biológico aumentó a lo largo del seguimiento, siendo el más frecuente etanercept. La IS de los FAME fue 29/100 pacientes año, principalmente por evento adverso. Parece mayor en las terapias que incluyen biológicos y en las combinadas. El metotrexate es el fármaco con menor IS.(AU)

Introduction: The treatment of rheumatoid arthritis has changed dramatically in recent years, especially with the use of disease modifying drugs (DMARDs). Data on the management of this disease in clinical trials are abundant, but not so in real life. The aim of our study is to describe the management of an early rheumatoid arthritis cohort in daily clinical practice, especially DMARD discontinuations and reasons. Methods: A retrospective observational study of patients with rheumatoid arthritis diagnosed between 01/07 and 12/14 followed up to 01/17, using>1 DMARD≥3 months. Variables: sociodemographic, clinical, treatment, DMARD discontinuation and reason. Descriptive analysis of sociodemographic, clinical and treatment characteristics. Discontinuation incidence rate (DIR) due to survival techniques, expressed in 100 patients/year with 95% confidence interval. Results: 814 patients were included with 2,388 courses of treatment, 77% women, mean age 57.5 years. First course: monotherapy (92.75%), especially methotrexate (56.06%). In later courses there was increased combined therapy and use of biologicals (mainly etanercept). There were 1,094 discontinuations (29.5 [27.8-31.3]). The DIR was higher for adverse events (15.9 [14.7-17.3]), biologicals (49.6 [43.1-57.2]) and combined therapy. The DMAR with the lowest DIR was methotrexate (25.8 [23.8-28.1]). Conclusion: Methotrexate was the most used drug, biologicals increased throughout the follow-up, the most frequent being Etanercept. The DMARD DIR was 29/100 patients per year, mainly due to adverse events. It seems to be higher in the therapies that include biologicals and combined therapies. Methotrexate is the drug with the lowest DIR.(AU)

Influence of colchicine prescription in COVID-19-related hospital admissions: a survival analysis.

AIMS: To analyze the association between colchicine prescription and COVID-19-related hospital admissions in patients with rheumatic and musculoskeletal diseases (RMDs). METHODS: Patients attending a rheumatology outpatient clinic from a tertiary care center in Madrid, Spain, from 1 September 2019 to 29 February 2020 were included. Patients were assigned as exposed or unexposed based on whether they were prescribed with colchicine in their last visit to the clinic during the 6 months before the start of the observation period. Treatment changes during the observation period were also considered. The primary outcome was COVID-19-related hospital admissions between 1 March and 20 May 2020. Secondary outcome included COVID-19-related mortality. Several weighting techniques for data balancing, based and non-based on the propensity score, followed by Cox regressions were performed to estimate the association of colchicine prescription on both outcomes. DISCUSSION: The number of patients entered in the study was 9379, with 406 and 9002 exposed and unexposed follow-up periods, respectively. Generalized Boosted Models (GBMs) and Empirical Balancing Calibration Weighting (EBCW) methods showed the best balance for COVID-19-related hospital admissions. Colchicine prescription did not show a statistically significant association after covariable balancing (p-value = 0.195 and 0.059 for GBM and EBCW, respectively). Regarding mortality, the low number of events prevented a success variable balancing and analysis. CONCLUSION: Colchicine prescription does not play a significant protective or risk role in RMD patients regarding COVID-19-related hospital admissions. Our observations could support the maintenance of colchicine prescription in those patients already being treated, as it is not associated with a worse prognosis. PLAIN LANGUAGE TITLE: Colchicine influence in COVID-19-related hospital admissions.

Clinical Management and Discontinuation of Treatment in Patients with Recent Onset Rheumatoid Arthritis in a Rheumatology Consultation. / Manejo clínico y discontinuación de tratamiento en pacientes con artritis reumatoide de inicio en una consulta de Reumatología.

INTRODUCTION: The treatment of rheumatoid arthritis has changed dramatically in recent years, especially with the use of disease modifying drugs (DMARDs). Data on the management of this disease in clinical trials are abundant, but not so in real life. The aim of our study is to describe the management of an early rheumatoid arthritis cohort in daily clinical practice, especially DMARD discontinuations and reasons. METHODS: A retrospective observational study of patients with rheumatoid arthritis diagnosed between 01/07 and 12/14 followed up to 01/17, using>1 DMARD≥3 months. VARIABLES: sociodemographic, clinical, treatment, DMARD discontinuation and reason. Descriptive analysis of sociodemographic, clinical and treatment characteristics. Discontinuation incidence rate (DIR) due to survival techniques, expressed in 100 patients/year with 95% confidence interval. RESULTS: 814 patients were included with 2,388 courses of treatment, 77% women, mean age 57.5 years. First course: monotherapy (92.75%), especially methotrexate (56.06%). In later courses there was increased combined therapy and use of biologicals (mainly etanercept). There were 1,094 discontinuations (29.5 [27.8-31.3]). The DIR was higher for adverse events (15.9 [14.7-17.3]), biologicals (49.6 [43.1-57.2]) and combined therapy. The DMAR with the lowest DIR was methotrexate (25.8 [23.8-28.1]). CONCLUSION: Methotrexate was the most used drug, biologicals increased throughout the follow-up, the most frequent being Etanercept. The DMARD DIR was 29/100 patients per year, mainly due to adverse events. It seems to be higher in the therapies that include biologicals and combined therapies. Methotrexate is the drug with the lowest DIR.

Outpatient Readmission in Rheumatology: A Machine Learning Predictive Model of Patient's Return to the Clinic.

Our objective is to develop and validate a predictive model based on the random forest algorithm to estimate the readmission risk to an outpatient rheumatology clinic after discharge. We included patients from the Hospital Clínico San Carlos rheumatology outpatient clinic, from 1 April 2007 to 30 November 2016, and followed-up until 30 November 2017. Only readmissions between 2 and 12 months after the discharge were analyzed. Discharge episodes were chronologically split into training, validation, and test datasets. Clinical and demographic variables (diagnoses, treatments, quality of life (QoL), and comorbidities) were used as predictors. Models were developed in the training dataset, using a grid search approach, and performance was compared using the area under the receiver operating characteristic curve (AUC-ROC). A total of 18,662 discharge episodes were analyzed, out of which 2528 (13.5%) were followed by outpatient readmissions. Overall, 38,059 models were developed. AUC-ROC, sensitivity, and specificity of the reduced final model were 0.653, 0.385, and 0.794, respectively. The most important variables were related to follow-up duration, being prescribed with disease-modifying anti-rheumatic drugs and corticosteroids, being diagnosed with chronic polyarthritis, occupation, and QoL. We have developed a predictive model for outpatient readmission in a rheumatology setting. Identification of patients with higher risk can optimize the allocation of healthcare resources.

Prevalence of comorbidities in rheumatoid arthritis and evaluation of their monitoring in clinical practice: the spanish cohort of the COMORA study / Prevalencia de comorbilidades en artritis reumatoide y evaluación de su manejo en la clínica diaria: cohorte española del estudio COMORA

Objectives: To describe the prevalence of comorbidities in patients with RA in Spain and discuss their management and implications using data from the Spanish cohort of the multinational study on COMOrbidities in Rheumatoid Arthritis (COMORA). Methods: This is a national sub-analysis of the COMORA study. We studied the demographics and disease characteristics of 200 adults patients diagnosed with RA (1987 ACR), and routine practices for screening and preventing the following selected comorbidities: cardiovascular, infections, cancer, gastrointestinal, pulmonary, osteoporosis and depression. Results: Patients had a mean age of 58 years and a mean RA duration of 10 years. Mean DAS28 score was 3.3 and approximately 25% of patients were in remission (DAS28 <2.6). Forty-four (22%) patients had ≥1 comorbidity, the most frequent being depression (27%) and obesity (26%). A history of myocardial infarction or stroke was observed in 5% and 1% of patients, respectively, and any solid tumor in 6%. Having a Framingham Risk Score >20% (51%), hypercholesterolemia (46%) or hypertension (41%) and smoking (25%) were the most common CV risk factors. For prostate, colon and skin cancers, only 9%, 10% and 18% of patients, respectively, were optimally monitored. Infections were also inadequately managed, with 7% and 17% of patients vaccinated against influenza and pneumococcal, respectively, as was osteoporosis, with 47% of patients supplemented with vitamin D and 56% with a bone densitometry performed. Conclusions: In Spain, the prevalence of comorbidities and CV risk factors in RA patients with established and advanced disease is relatively high, and their management in clinical daily practice remains suboptimal

Objetivos: Describir la prevalencia de comorbilidades en pacientes con AR en España y discutir sobre su manejo en la clínica diaria utilizando los datos de la cohorte española del estudio internacional COMORA. Métodos: Subanálisis nacional del estudio COMORA en el que se analizaron las características demográficas y clínicas de 200 pacientes con AR (1987 ACR) y las prácticas rutinarias para el cribado y la prevención de eventos cardiovasculares (CV), gastrointestinales y pulmonares, infecciones, cáncer, osteoporosis y depresión. Resultados: Los pacientes tenían una edad media de 58 años, una duración media de la enfermedad de 10 años, un DAS28 de 3,3 y el 25% estaba en remisión (DAS28 <2,6). El 22% de los pacientes presentaba al menos una comorbilidad, principalmente depresión (27%) y obesidad (26%). El 5% tenía historia de infarto de miocardio, el 1% de ictus y el 6% de tumor sólido. Una puntuación de Framingham >20% (51%), tener hipercolesterolemia (46%), hipertensión (41%) y fumar (25%) fueron los factores de riesgo CV más comunes. En relación con el cáncer de próstata, colon y piel, solo el 9, 10 y el 18% de los pacientes, respectivamente, estaban óptimamente controlados. Las infecciones tampoco se manejaban de forma óptima, con solo el 7 y el 17% de los pacientes vacunados contra la influenza y neumococo, respectivamente, al igual que la osteoporosis, con el 47% suplementados con la vitamina D y el 56% con una densitometría realizada. Conclusiones: En España, la prevalencia de comorbilidades y factores de riesgo CV en pacientes con AR establecida y avanzada es relativamente alta, y su manejo en la clínica diaria continúa siendo subóptimo

Prevalence of comorbidities in rheumatoid arthritis and evaluation of their monitoring in clinical practice: the spanish cohort of the COMORA study.

OBJECTIVES: To describe the prevalence of comorbidities in patients with RA in Spain and discuss their management and implications using data from the Spanish cohort of the multinational study on COMOrbidities in Rheumatoid Arthritis (COMORA). METHODS: This is a national sub-analysis of the COMORA study. We studied the demographics and disease characteristics of 200 adults patients diagnosed with RA (1987 ACR), and routine practices for screening and preventing the following selected comorbidities: cardiovascular, infections, cancer, gastrointestinal, pulmonary, osteoporosis and depression. RESULTS: Patients had a mean age of 58 years and a mean RA duration of 10 years. Mean DAS28 score was 3.3 and approximately 25% of patients were in remission (DAS28 <2.6). Forty-four (22%) patients had ≥1 comorbidity, the most frequent being depression (27%) and obesity (26%). A history of myocardial infarction or stroke was observed in 5% and 1% of patients, respectively, and any solid tumor in 6%. Having a Framingham Risk Score >20% (51%), hypercholesterolemia (46%) or hypertension (41%) and smoking (25%) were the most common CV risk factors. For prostate, colon and skin cancers, only 9%, 10% and 18% of patients, respectively, were optimally monitored. Infections were also inadequately managed, with 7% and 17% of patients vaccinated against influenza and pneumococcal, respectively, as was osteoporosis, with 47% of patients supplemented with vitamin D and 56% with a bone densitometry performed. CONCLUSIONS: In Spain, the prevalence of comorbidities and CV risk factors in RA patients with established and advanced disease is relatively high, and their management in clinical daily practice remains suboptimal.

El dolor en los pacientes con artritis reumatoide: variables psicológicas relacionadas e intervención / Pain in patients with rheumatoid arthritis: psychological variables and interventions

El dolor es un síntoma principal en los pacientes con Artritis Reumatoide (AR), generalmente determinando su ajuste a la enfermedad y su calidad de vida global. Este artículo presenta una revisión y discusión sobre el dolor en pacientes con AR desde un enfoque psicológico basado en las investigaciones recientes. Se repasan los trabajos que han evaluado las emociones negativas en los pacientes con AR, aquellos que han explorado y explicado su papel sobre el dolor del enfermo, así como un compendio de las técnicas psicológicas más efectivas para el manejo del dolor. Las conclusiones muestran que el dolor es un problema central en los pacientes con AR. Las emociones negativas, que parecen estar presentes de forma más marcada en los pacientes con AR que en la población sana, son predictores significativos del dolor. Por otra parte, los estudios sugieren que el enfoque cognitivo-conductual es eficaz para los pacientes con AR en la mejora no sólo del dolor sino también en el ajuste psicológico a la enfermedad, mostrando un beneficio adicional para los pacientes con AR que reciben tales intervenciones como complemento del cuidado médico habitual. Para el futuro, el artículo sugiere la necesidad de realizar más estudios sobre los patrones de emocionalidad negativa y estrategias de afrontamiento es muestras españolas (AU)

Pain is a key symptom in patients with rheumatoid arthritis (RA), usually determining the patient’s adjustment to illness and his/her overall quality of life. Based on recent research, this article provides a review and discussion of RA pain from a psychological approach. Negative emotions and their relations to pain are assessed, and the most effective psychological techniques for pain management are described. It is concluded that pain is a key symptom in RA patients, being frequently predicted by negative emotions –which are more prevalent in RA patients than in the general population. Moreover, studies suggest that the cognitive-behavioural approach is effective in RA patients since it improves not only the pain but also the psychological fit to the disease, being an additional benefit for RA patients when this approach adds to the standard medical care. With a view to the future, this paper suggests the need of further studies with Spanish samples on negative emotions and coping skills patterns related to pain (AU)