Fairness and bias correction in machine learning for depression prediction across four study populations.

A significant level of stigma and inequality exists in mental healthcare, especially in under-served populations. Inequalities are reflected in the data collected for scientific purposes. When not properly accounted for, machine learning (ML) models learned from data can reinforce these structural inequalities or biases. Here, we present a systematic study of bias in ML models designed to predict depression in four different case studies covering different countries and populations. We find that standard ML approaches regularly present biased behaviors. We also show that mitigation techniques, both standard and our own post-hoc method, can be effective in reducing the level of unfair bias. There is no one best ML model for depression prediction that provides equality of outcomes. This emphasizes the importance of analyzing fairness during model selection and transparent reporting about the impact of debiasing interventions. Finally, we also identify positive habits and open challenges that practitioners could follow to enhance fairness in their models.

Recaídas del trastorno de espectro de la neuromielitis óptica e influencia estacional en una cohorte de un país ecuatorial / Neuromyelitis optica spectrum disorders relapses and seasonal influence in an equatorial country cohort

Introducción La evidencia sobre la distribución estacional de las recaídas del trastorno del espectro de la neuromielitis óptica (NMOSD), especialmente en países tropicales, es limitada y diversa. Objetivo Evaluar la influencia de las variaciones estacionales en las recaídas del NMOSD en un país localizado sobre la línea ecuatorial. Pacientes y métodos Se llevó a cabo un estudio ecológico, con información retrospectiva de una cohorte de pacientes con NMOSD atendida entre enero de 2003 y diciembre de 2020 en Medellín, Colombia. Se recolectaron datos demográficos y clínicos de los pacientes, así como información sobre variables estacionales y climáticas. Se calculó la frecuencia de recaídas por estación, mes y año, y se realizó una regresión binomial negativa para evaluar la asociación entre el número de recaídas, y las variables estacionales y climáticas. Resultados Se incluyó a 113 pacientes, de los cuales el 89,38% eran mujeres, con una edad media en el momento del diagnóstico de NMOSD de 44,97 (±13,98) años y una mediana de tres recaídas (rango intercuartílico: 1-2). Se registraron 237 recaídas, la mayoría en pacientes seropositivos para anticuerpos antiacuaporina 4 (87,76%) y con mielitis longitudinal extensa como la presentación clínica más común (53,59%). Las recaídas se presentaron con mayor frecuencia durante la segunda temporada lluviosa (28,69%; n = 68), y en los meses de noviembre y diciembre. Sin embargo, en la regresión binomial negativa no se observó una asociación significativa entre el número de recaídas y las variables climáticas y estacionales, los meses y los años. Conclusión Las variables climáticas y los patrones estacionales no muestran una asociación significativa con cambios en el número de recaídas del NMOSD en pacientes residentes en un país localizado sobre la línea ecuatorial. (AU)

INTRODUCTION Information about seasonal distribution of Neuromyelitis optica spectrum disorders (NMOSD) attacks, particularly in tropical countries, has rarely been described and the reported data are diverse. OBJECTIVE. To evaluate influence of seasonal variation in NMOSD relapses in an equatorial country. PATIENTS AND METHODS Exploratory observational, retrospective ecological study in a cohort of patients with NMOSD followed from January 2008 to December 2019. Data of demographic, clinical information, characteristics of relapses and seasonal temporal variation were recorded. Also, the annual, monthly and intra-annual seasonal variation of relapses was quantified. A negative binomial regression was used to estimate the associations between the number of relapses and climatic and temporal variables. RESULTS One hundred thirteen patients were included, most of them were female (89.38%), with a mean age at NMOSD diagnosis was 44.97 (±13.98) and the median of relapses per patient were 2 relapses (IQR 1-3). The patients presented 237 relapses, most of these in AQP4 seropositive patients (87.76%) and longitudinal extensive myelitis was the most frequent type of relapse (53.59%). According to the temporal variation, relapses were more common in the second rainy season (28.69%) during November and December. However, there weren’t significant differences in the number of relapses between seasons and climatic variables in the multivariable model. CONCLUSION. The number of NMOSD relapses in this equatorial country cohort did not exhibit any significant associations with climatic variations, including changes in rainy or dry seasons. (AU)

Community-based mental health interventions in low- and middle-income countries: a qualitative study with international experts.

BACKGROUND: Mental health services are scarce in low- and middle-income countries (LMICs), and designing and implementing effective interventions can be difficult. The aim of this international study was to explore the key lessons for developing, implementing, and evaluating community-based mental health and well-being interventions in LMICs, with an additional focus on older adults. METHODS: Research and clinical experts in developing and implementing psychosocial community-based interventions in LMICs were interviewed remotely between October 2021 and January 2022. Participants were recruited via existing global health networks and via published literature searches. Participants were asked about their experiences of developing and implementing interventions, and about key barriers and facilitators during the process. Interviews lasted up to 45 min, and data were analysed using combined inductive and deductive thematic analysis. RESULTS: Sixteen global mental health experts participated. Five themes with different sub-themes were generated: Mechanisms and contexts; Barriers; Facilitators; Public and stakeholder involvement; Looking through an ageing lens. The development and delivery of mental health interventions in LMICs are facilitated through integration into existing health infrastructures and working with existing job roles as delivery agents. Public and stakeholder involvement are crucial at all stages of development through to implementation to focus on meeting local needs and sustaining participant motivation. Logistical barriers of transport, resources, and location need to be addressed, emphasising local sustainability. CONCLUSIONS: This study provides important insights for how the development, implementation, and evaluation of community-based mental health and well-being interventions in LMICs can be optimised, and can complement general guidance into complex interventions developments.

Benchmarking the CoW with the TopCoW Challenge: Topology-Aware Anatomical Segmentation of the Circle of Willis for CTA and MRA.

The Circle of Willis (CoW) is an important network of arteries connecting major circulations of the brain. Its vascular architecture is believed to affect the risk, severity, and clinical outcome of serious neuro-vascular diseases. However, characterizing the highly variable CoW anatomy is still a manual and time-consuming expert task. The CoW is usually imaged by two angiographic imaging modalities, magnetic resonance angiography (MRA) and computed tomography angiography (CTA), but there exist limited public datasets with annotations on CoW anatomy, especially for CTA. Therefore we organized the TopCoW Challenge in 2023 with the release of an annotated CoW dataset. The TopCoW dataset was the first public dataset with voxel-level annotations for thirteen possible CoW vessel components, enabled by virtual-reality (VR) technology. It was also the first large dataset with paired MRA and CTA from the same patients. TopCoW challenge formalized the CoW characterization problem as a multiclass anatomical segmentation task with an emphasis on topological metrics. We invited submissions worldwide for the CoW segmentation task, which attracted over 140 registered participants from four continents. The top performing teams managed to segment many CoW components to Dice scores around 90%, but with lower scores for communicating arteries and rare variants. There were also topological mistakes for predictions with high Dice scores. Additional topological analysis revealed further areas for improvement in detecting certain CoW components and matching CoW variant topology accurately. TopCoW represented a first attempt at benchmarking the CoW anatomical segmentation task for MRA and CTA, both morphologically and topologically.

Prevalence of Neuropathic Pain in Patients with Osteoarthritis.

Objective The aim of this study was to determine the prevalence of neuropathic pain and characterize the quality of life of patients with osteoarthritis who consulted a pain clinic in Southwestern Colombia. Methods A cross-sectional study was conducted via telephone survey. Participants ≥18 years of age with a diagnosis of osteoarthritis were included. The LANSS questionnaire was used to evaluate symptoms and signs of neuropathic pain, and the Short Form-8 was used to evaluate quality of life. Results Response rate was 54.1% (46/85). The male-to-female ratio was 5:1, with an average age of 72 ± 10 years. Most participants (91.3%) had severe pain. The prevalence of neuropathic pain was 28.3% (95%CI = 15.99-43.46), and the prevalence of neuropathic pain amongst women was 84.6% (95%CI = 54.55-98.01). Dysesthesias and paroxysmal pain were present in 92.3% of individuals with neuropathic pain. Regarding quality of life, limitations in physical activity were the most significant, as 63% of individuals reported such limitations. Conclusion Neuropathic pain was found to be prevalent and had a negative impact on physical function, highlighting the need for therapeutic strategies targeted to specific neuropathic pain pathways in patients with osteoarthritis.

Diagnosis of Celiac Disease after Starting Antitubercular Medication: A Case Report

We present the case of a young patient from Argentina living in a rural area without any relevant medical history. He consulted the emergency department after blunt chest trauma, and during trauma studies, images compatible with pulmonary tuberculosis were found, a diagnosis made incidentally. After starting treatment, he exhibited gastrointestinal symptoms such as diarrhea, abdominal pain, and weight loss, which were initially considered an adverse effect of treatment with rifampin/isoniazid/pyrazinamide/ethambutol (RHZE). Upon completing the first phase of treatment and suspending the medication, the symptoms improved, and the bacilloscopies were negative. Subsequently, the severity of the symptoms drew attention. Additional paraclinical tests were performed with malabsorptive diarrhea results, considering the patient's origin and the fact that his diet included products that he grew himself without prior exposure to gluten. Celiac disease is suspected, and antibodies and biopsy results compatible with this entity were obtained. When reviewing the association of symptom onset with the RHZE/pyridoxine treatment, we found these medications may have wheat-based excipients, which explains the worsening of symptoms, not due to the gastrointestinal adverse effects of the antibiotic but its excipients. Finally, the case was analyzed, tuberculosis was ruled out, and treatment was suspended, refocusing the therapeutic effort on recovering the patient's nutritional status. Subsequently, no other hospital admissions were recorded, and he remained respiratorily asymptomatic, with weight gain and nutritional recovery.

Se presenta el caso de un paciente joven, proveniente de Argentina y residente de un área rural, sin ningún antecedente médico a resaltar. Consultó al servicio de urgencias después de un trauma cerrado de tórax y durante los estudios de trauma se encontraron imágenes compatibles con tuberculosis pulmonar, diagnóstico realizado de manera incidental. Luego del inicio de tratamiento presentó síntomas gastrointestinales dados por diarrea, dolor abdominal y pérdida de peso, lo que inicialmente se consideró un efecto adverso al tratamiento con rifampicina/isoniazida/pirazinamida/etambutol (RHZE). Al completar la primera fase del tratamiento y suspender la medicación mejoraron los síntomas, además de que las baciloscopias fueron negativas. Posteriormente, llamó la atención la gravedad de los síntomas, por lo que se realizaron paraclínicos adicionales con resultados a favor de diarrea malabsortiva; teniendo en cuenta la procedencia del paciente y el hecho de que basaba su dieta en productos que él mismo cultivaba, sin haber exposición previa al gluten. Se sospecha enfermedad celíaca, y se obtuvieron anticuerpos y resultados en la biopsia compatibles con esta entidad. Al revisar la asociación de inicio de síntomas con el uso de tratamiento de RHZE/piridoxina, se observa que estos medicamentos pueden tener excipientes a base de trigo, lo que explica el empeoramiento de los síntomas, no por efectos adversos gastrointestinales del antibiótico sino por sus excipientes. Finalmente, se analizó el caso, se descartó tuberculosis y se suspendió el tratamiento, redirigiendo el esfuerzo terapéutico hacia la recuperación del estado nutricional del paciente. Posteriormente, no se registran otros ingresos hospitalarios, continúa asintomático respiratorio, con ganancia de peso y recuperación nutricional.

Fear response of rat pups to a non-aversive social stimulus: Evidence for the involvement of memory processes.

Learning processes in rats during early development are importantly mediated by the mother, which represents the primary source of environmental information. This study aimed to determine whether aversive early experiences can induce the expression of pups' fear responses toward a non-aversive stimulus as a consequence of a memory process. First, we determined pups' fear responses toward an anesthetized female after being exposed to this stimulus or an empty cage together with their mothers from Postnatal Day (PNDs) 1 to 4. Second, we evaluated if the administration of the protein synthesis inhibitor cycloheximide (CHX; 0.2 mg/kg, subcutaneously (sc).) disrupted the reconsolidation processes and abolished the fear response on PND 9. Only female pups previously exposed to the female intruder expressed fear responses toward an anesthetized female on PND 8. CHX administration to female pups immediately after exposure to an anesthetized female on PND 8 suppressed fear responses on PND 9, indicating that the fear expression was the result of a memory process, probably mediated by the mother. These findings demonstrated that early experiences can shape responses to social stimuli in a sex-dependent manner and emphasize the critical role of the mother in influencing fear learning in a social context.

Treatment of older patients with multiple sclerosis: Results of an International Delphi Survey.

Background: People over age 50-55 have historically been excluded from randomized clinical trials for multiple sclerosis (MS). However, more than half of those living with an MS diagnosis are over 55. Objective: Explore the unique considerations of treating older people with MS (PwMS) using an iterative and structured Delphi-based assessment to gather expert opinions. Methods: Eight MS neurologists with an interest in older PwMS developed a 2-round survey. Survey respondents were qualified neurologists with ≥3 years' experience, personally responsible for treatment decisions, and treating ≥20 patients per month, of whom ≥10% were ≥50 years old. Consensus was defined as ≥75% agreement on questions with categorical responses or as a mean score ≥4 on questions with numerical responses. Results: In Survey 1, 224 neurologists responded; 180 of these completed Survey 2. Limited consensus was reached with varying levels of agreement on several topics including identification and assessment of older patients; factors relating to treatment decisions including immunosenescence and comorbidities; considerations for high-efficacy treatments; de-escalation or discontinuation of treatment; effects of COVID-19; and unmet needs for treating this population. Conclusion: The results of this Delphi process highlight the need for targeted studies to create guidance for the care of older PwMS.

Deep Learning Segmentation of the Right Ventricle in Cardiac MRI: The M&Ms Challenge.

In recent years, several deep learning models have been proposed to accurately quantify and diagnose cardiac pathologies. These automated tools heavily rely on the accurate segmentation of cardiac structures in MRI images. However, segmentation of the right ventricle is challenging due to its highly complex shape and ill-defined borders. Hence, there is a need for new methods to handle such structure's geometrical and textural complexities, notably in the presence of pathologies such as Dilated Right Ventricle, Tricuspid Regurgitation, Arrhythmogenesis, Tetralogy of Fallot, and Inter-atrial Communication. The last MICCAI challenge on right ventricle segmentation was held in 2012 and included only 48 cases from a single clinical center. As part of the 12th Workshop on Statistical Atlases and Computational Models of the Heart (STACOM 2021), the M&Ms-2 challenge was organized to promote the interest of the research community around right ventricle segmentation in multi-disease, multi-view, and multi-center cardiac MRI. Three hundred sixty CMR cases, including short-axis and long-axis 4-chamber views, were collected from three Spanish hospitals using nine different scanners from three different vendors, and included a diverse set of right and left ventricle pathologies. The solutions provided by the participants show that nnU-Net achieved the best results overall. However, multi-view approaches were able to capture additional information, highlighting the need to integrate multiple cardiac diseases, views, scanners, and acquisition protocols to produce reliable automatic cardiac segmentation algorithms.

Evolución clínica en neuromielitis óptica comparando el manejo con azatioprina o rituximab / Clinical evolution in neuromyelitis optica when comparing management with azathioprine and rituximab

RESUMEN INTRODUCCIÓN: El espectro de trastornos de neuromielitis óptica (NMOSD) es un grupo de enfermedades desmielinizantes, inflamatorias y autoinmunes, caracterizadas por episodios recurrentes de neuritis óptica y mielitis transversa longitudinal extensa, entre otras manifestaciones clínicas. Su tratamiento crónico se basa en el uso de terapias inmunosupresoras como azatioprina (AZA), micofenolato mofetilo (MFM) o rituximab (RTX). El objetivo del presente estudio es realizar un análisis comparativo de la respuesta al tratamiento con AZA o RTX. MATERIALES Y MÉTODOS: Se realizó un estudio observacional, analítico, retrospectivo, en el cual se incluyeron inicialmente 69 pacientes con diagnóstico confirmado de NMOSD. Tras aplicar los criterios de inclusión y exclusión 59 pacientes fueron incluidos en el análisis final. RESULTADOS: En el grupo de RTX se evidenció una mejoría importante en el estado funcional en comparación con el grupo de AZA, en el que se vio un empeoramiento de este al año de seguimiento. El perfil de seguridad fue similar entre ambos grupos, con una adherencia significativamente superior en el grupo de RTX. DISCUSIÓN: Los hallazgos del presente estudio respecto a las ventajas del uso de RTX sobre AZA se encuentran en concordancia con resultados de estudios previos reportados en la literatura. CONCLUSIONES: Los resultados respaldan el uso de RTX sobre AZA como terapia de mantenimiento para pacientes con NMOSD, al estar asociado principalmente con una mejoría notable en la funcionalidad de los pacientes, al igual que una mayor adherencia al tratamiento.

ABSTRACT INTRODUCTION: Neuromyelitis Optica Spectrum Disorders (NMOSD) is a group of inflammatory, autoimmune, and demyelinating disorders. Its hallmark behavior is characterized by recurrent episodes of optic neuritis and longitudinally extensive transverse myelitis, among other clinical manifestations. Chronic therapy is based primarily in immunosuppressive therapies such as azathioprine (AZA), mycophenolate mofetil (MMF), or rituximab (RTX). The goal of this study is to perform a comparative analysis of response rates to chronic treatment with either AZA or RTX. MATERIALS AND METHODS: A retrospective observational analytic study was designed with an initial cohort of 69 patients with a diagnosis of NMOSD. After application of the inclusion and exclusion criteria a total of 59 patients were finally included in the analysis. RESULTS: The RTX group had an improved functional status when compared to the AZA group; in the latter this feature worsened after a one-year follow-up. There was also a comparable safety profile between the two groups with a significantly greater adherence to RTX regimes. DISCUSSION: The findings of the current study as to the benefits of RTX in comparison to AZA are similar to the results of previous studies. CONCLUSION: These results favor the use of RTX as maintenance treatment of NMOSD, because of its greater benefit mainly in the improvement in functional status of patients, as well as a greater adherence to treatment.

Prevalence of Neuropathic Pain in Patients with Osteoarthritis / Prevalência de dor neuropática em pacientes com osteoartrite

Abstract Objective The aim of this study was to determine the prevalence of neuropathic pain and characterize the quality of life of patients with osteoarthritis who consulted a pain clinic in Southwestern Colombia. Methods A cross-sectional study was conducted via telephone survey. Participants ≥18 years of age with a diagnosis of osteoarthritis were included. The LANSS questionnaire was used to evaluate symptoms and signs of neuropathic pain, and the Short Form-8 was used to evaluate quality of life. Results Response rate was 54.1% (46/85). The male-to-female ratio was 5:1, with an average age of 72 ±10 years. Most participants (91.3%) had severe pain. The prevalence of neuropathic pain was 28.3% (95%CI = 15.99-43.46), and the prevalence of neuropathic pain amongst women was 84.6% (95%CI = 54.55-98.01 ). Dysesthesias and paroxysmal pain were present in 92.3% of individuals with neuropathic pain. Regarding quality of life, limitations in physical activity were the most significant, as 63% of individuals reported such limitations. Conclusion Neuropathic pain was found to be prevalent and had a negative impact on physical function, highlighting the need for therapeutic strategies targeted to specific neuropathic pain pathways in patients with osteoarthritis.

Resumo Objetivo O objetivo deste estudo foi determinar a prevalência de dor neuropática e caracterizar a qualidade de vida de pacientes com osteoartrite que consultaram um ambulatório de dor no sudoeste da Colômbia. Métodos Este foi um estudo transversal realizado por meio de entrevista telefônica. Foram incluídos participantes ≥18 anos de idade com diagnóstico de osteoartrite. O questionário Leeds Assessment of Neuropathic Symptoms and Signs (LANSS) foi utilizado para avaliação dos sintomas e sinais de dor neuropática e o Short Form-8 analisou a qualidade de vida. Resultados A taxa de resposta foi de 54,1% (46/85). A razão homem:mulher foi de 5:1, com média de idade de 72 ±10 anos. A maioria dos participantes (91,3%) apresentava dor intensa. A prevalência de dor neuropática foi de 28,3% (intervalo de confiança [IC] de 95% = 15,99-43,46) e a prevalência de dor neuropática entre mulheres foi de 84,6% (IC 95% = 54,55-98,01). Disestesias e dor paroxística foram relatadas por 92,3% dos indivíduos com dor neuropática. Em relação à qualidade de vida, as limitações na prática de atividade física foram as mais significativas e relatadas por 63% dos indivíduos. Conclusão A dor neuropática foi prevalente e tinha impacto negativo na função física. Isso destaca a necessidade de estratégias terapêuticas direcionadas a vias específicas da dor neuropática em pacientes com osteoartrite.

Gender disparities in multiple sclerosis research and leadership: A Colombian perspective.

Background: The neurological academic field is an illustrative example of persistent gender-related disparities reflected in compensation, funding, leadership, promotion, publishing, and recognition. Several studies indicate that neurology is one of the most underrepresented specialties with female physicians as first authors, but also has one of the highest gender payment gaps. Neglecting the role of women in academic leadership positions hinders the visibility and recognition of research and leadership in multiple sclerosis (MS). Increasing diversity within academia has positive effects, such as widening focus and expanding the plurality of research outputs. The gender gap and visibility of female MS clinicians and researchers remains an unexplored research topic in our country despite the rising number of female neurologists. Objective: This study aims to establish the gender distribution between researchers and clinical neurologists in multiple sclerosis in Colombia and raise awareness about gender disparities in this area. Methods: We applied a cross-sectional survey study of Colombian neurologists and neurology residents currently members of the Colombian Neurology Association. Mean and standard deviation (SD) were used for quantitative variables and frequency for qualitative variables. To evaluate the influence of gender, logarithmic regression was used. Data were analyzed in SPSS 26. Results: A total of 201 participants agreed to complete the survey, most of whom were female (n = 135, 67.2%). All the Colombian regions were represented in the survey. Of those surveyed, 31.5% (n = 64) had an interest in demyelinating diseases and MS, of which 46.8% (n = 30) were female. Of the women with MS training, only 50% (n =5) had more than three publications as the first author of a scientific article compared to men (n = 5, 83%). After adjusting the number of publications by gender, there were no significant differences between men and women (median 2.0[2, 1.21] vs. 2[2, 0.5], p = 0.904). However, only 16.6% (n = 5) of women had a visible academic, leadership, or teaching position compared with men 75.7% (n = 25). When adjusting the salary income by gender, we found a statistically significant difference between women and men (median 2.0 [5, 1.47] vs. 3 [5, 1.65], p = 0.006). Women in MS earned between USD 2,500 and 3,800 per month; while men earned between USD 3,800 to 5,070. Conclusion: Despite a higher number of female neurologists trained in MS in Colombia, our data suggest considerable differences and gender gaps with regard to diverse opportunities at the academic, salary promotion, leadership, teaching, and recognition levels between male and female MS neurologists.

Telemedicine and Digital Health Applications in Vascular Surgery.

BACKGROUND: Telemedicine has the potential to revolutionize healthcare. While the development of digital health technologies for the management of patients with cardiovascular diseases has been increasingly reported, applications in vascular surgery have been far less specifically investigated. The aim of this review is to summarize applications related to telemedicine in vascular surgery, highlighting expected benefits, current limits and future directions. METHODS: The MEDLINE database was searched using a combination of keywords to identify studies related to telehealth/telemedicine in three main pathologies, including aortic, peripheral artery and carotid disease. A comprehensive literature review was performed to identify the type of digital application, intended use, expected benefits, strengths and limitations. RESULTS: Telemedicine can improve the management of patients through digital platforms allowing teleconsultation, telemonitoring or telecoaching. Intended use involved remote consultation with a vascular surgeon, applications to enhance education, self-management, follow-up or adherence to treatment or lifestyle changes. CONCLUSION: Telemedicine offers innovative perspectives to improve access to care in distant locations and optimize care through patients' empowerment and personalized follow-up, contributing to the development of precision medicine. Huge efforts remain necessary for its implementation in daily clinical practice and involve ethical, legal, technical, economic and cultural considerations.

Community-based mental health and well-being interventions for older adults in low- and middle-income countries: a systematic review and meta-analysis.

BACKGROUND: Mental health support is often scarce in low- and middle-income countries (LMIC), with mental health stigmatised. Older adults are some of the most vulnerable members of society and may require specific types of mental health support. The aim of this mixed-methods systematic review and meta-analysis was to explore the types, components, and efficacy of psychosocial community-based mental health interventions for older adults (aged 60 + years) residing in LMIC. METHODS: Six databases were searched in August 2021. Studies published since 2000 were included if they collected primary quantitative or qualitative data on community-based interventions for improving mental health for older adults residing in LMICs, focusing on improving mental health and well-being outcomes. Full texts were screened by two researchers. RESULTS: From 24,378 citations identified, 40 studies met eligibility criteria. Across 12 countries, interventions were categorised into those focusing on (1) Established forms of psychological therapy; (2) Exercise; (3) Education; (4) Social engagement; (5) Multi-component. Most interventions were effective in reducing levels of depression, anxiety, and improving well-being, including reminiscence therapy, different types of socialising, and breathing and laughter exercises. Some interventions reported no benefits and those that did at times failed to report continued benefits at follow-up. Given the variations in intervention type and delivery, cultures, and outcome measures used, underpinning factors of intervention success or failure were difficult to establish. CONCLUSIONS: Psychosocial interventions for older adults in LMIC need to be adapted to local contexts depending on culture and population needs. Existing interventions and their components can be used as a foundation to produce adapted and multi-component interventions, to tackle growing and inadequate mental health care provision in LMIC. TRIAL REGISTRATION: The review protocol was registered on PROSPERO [CRD42021271404].

Memoria, Trauma y Trabajo de Elaboración / Memory, Trauma and Processing Work

Resumen El artículo realiza un análisis de los documentos de memoria producidos durante el 2008 hasta el 2019, para caracterizar sus aspectos centrales y compararlos con relación al uso de las categorías de dolor, daño e imaginación en las víctimas. Metodología: es una investigación hermenéutica de tipo cualitativo con análisis de contenido, aplicada a una muestra de 45 documentos. Resultados: la investigación permitió establecer que el mayor porcentaje de relaciones temáticas se relaciona con 11% masacre paramilitar, 6% verdad y memoria, 2% duelo, memoria y reparación. Conclusiones: Los trabajos de elaboración de memoria traumática y del conflicto en Colombia, han desconocido aspectos fundamentales con relación al daño, el dolor y la imaginación, siendo estos partes constitutivos de la memoria de las víctimas.

Abstract The article analyzes the memory documents produced during 2008 to 2019, to characterize their central aspects and compare them in relation to the use of the categories of pain, damage, and imagination in the victims. Methodology: it is qualitative hermeneutical research with content analysis, applied to a sample of 45 documents. Results: the research allowed to establish that the highest percentage of thematic relationships is related to 11% paramilitary massacre, 6% truth and memory, 2% grief, memory, and reparation. Conclusions: The works of elaboration of traumatic memory and of the conflict in Colombia have ignored fundamental aspects in relation to damage, pain and imagination, these being constitutive parts of the memory of the victims.

Multi-task deep learning for glaucoma detection from color fundus images.

Glaucoma is an eye condition that leads to loss of vision and blindness if not diagnosed in time. Diagnosis requires human experts to estimate in a limited time subtle changes in the shape of the optic disc from retinal fundus images. Deep learning methods have been satisfactory in classifying and segmenting diseases in retinal fundus images, assisting in analyzing the increasing amount of images. Model training requires extensive annotations to achieve successful generalization, which can be highly problematic given the costly expert annotations. This work aims at designing and training a novel multi-task deep learning model that leverages the similarities of related eye-fundus tasks and measurements used in glaucoma diagnosis. The model simultaneously learns different segmentation and classification tasks, thus benefiting from their similarity. The evaluation of the method in a retinal fundus glaucoma challenge dataset, including 1200 retinal fundus images from different cameras and medical centers, obtained a [Formula: see text] AUC performance compared to an [Formula: see text] obtained by the same backbone network trained to detect glaucoma. Our approach outperforms other multi-task learning models, and its performance pairs with trained experts using [Formula: see text] times fewer parameters than training each task separately. The data and the code for reproducing our results are publicly available.

Características epidemiológicas y clínicas de gestantes y mujeres postparto con cefalea en una institución de alta complejidad en el período comprendido entre 2014-2016 / Clinical and epidemiological characteristics of pregnant and postpartum women with headache in a highly complex institution in the period between 2014 and 2016

Resumen Objetivo: determinar las características epidemiológicas y clínicas de las pacientes embarazadas y en postparto con cefalea atendidas en una institución de alta complejidad. Métodos: estudio descriptivo retrospectivo que incluyó gestantes y mujeres en postparto que presentaron cefalea durante 2014-2016 atendidas por el servicio de neurología de un centro de referencia. La información de las variables se obtuvo a partir de la revisión de historias clínicas; la clasificación de las cefaleas se realizó con base en los criterios propuestos por la IHS (International Headache Society) en su tercera edición. Resultados: se revisaron las historias clínicas de 1253 pacientes, de las cuales 95 cumplieron los criterios de elegibilidad del estudio. De estas, 74 (77,9%) estaban embarazadas y 21 (22,1%) estaban en período postparto. La mayoría de las gestantes, 41 (55,4%) estaban en tercer trimestre. La cefalea se clasificó como primaria en 69 (72,6%) pacientes, siendo más frecuente la migraña en 60/69 (87%). Los síntomas más frecuentes fueron: náuseas en 66 (69,5%), fotofobia en 64 (67,4%), y fonofobia en 58 (61,1%) pacientes. Se presentaron complicaciones en 19 pacientes (20%) durante la hospitalización; de estas, la más común fue el estado migrañoso, en 12 (63,2%) pacientes. Conclusiones: el tipo de cefalea más común fue la migraña, que, aunque es benigna, genera mucha morbilidad. Es de vital importancia determinar la presencia de banderas rojas de cefalea con el fin de descartar una patología causal subyacente que puede poner en riesgo la vida de la madre y del bebé.

Abstract Objective: to determine the epidemiological and clinical characteristics of pregnant and postpartum patients with headache treated in a highly complex institution. Methods: retrospective descriptive study that included pregnant women and postpartum women who presented headache during 2014-2016 attended by the neurology service of a referral center. The information was obtained from the review of clinical histories; Headache classification was carried out based on the criteria proposed by the IHS (International Headache Society) in its third edition. Results: the clinical histories of 1253 patients were reviewed, of which 95 met the eligibility criteria of the study. Of these, 74 (77.9%) were pregnant and 21 (22.1%) were in the postpartum period. Most of the pregnant women, 41 (55.4%) were in the third trimester. Headache was classified as primary in 69 (72.6%) patients, migraine being more frequent in 60/69 (87%). The most frequent symptoms were nausea in 66 (69.5%), photophobia in 64 (67.4%), and phonophobia in 58 (61.1%) patients. Complications were found in 19 patients (20%) during hospitalization; of these, the most common was migraine status, in 12 (63.2%) patients. Conclusions: the most common type of headache was migraine, although it is benign, generates a lot of morbidity. It is vitally important to determine the presence of headache red flags to rule out an underlying pathology that can put the life of the mother and the baby at risk.

Contingency planning for cancer care in low- and middle-income countries during the COVID-19 pandemic: a rapid assessment for future disaster resilience.

BACKGROUND: Many countries appear to be ill-prepared in their emergency responses towards the Corona Virus Disease 2019 (COVID-19) pandemic, particularly in managing chronic diseases such as cancer. We aimed to gain insight on the preparedness of health systems within low- and middle-income countries (LMICs) in maintaining delivery of cancer care amid the pandemic. METHODS: We performed a rapid review of publications focusing on emergency contingency plans for cancer care during the pandemic in LMICs. An online desk research was conducted to identify relevant policy documents, guidelines or scientific publications. RESULTS: Very few LMICs had readily accessible documents to ensure continuity in delivery of cancer care during the pandemic. A majority of publications were focused on delivery of cancer treatment whereas early detection, diagnosis and delivery of supportive and survivorship care received very little attention. Far fewer of the published guidelines appear to have been formulated at the national level by governmental agencies. A vast majority of publications constituted consensus guidelines from professional societies, followed by sharing of best practices from local institutions. Overall, three main strategies have been recommended to maintain delivery of cancer care amid the pandemic in LMICs: 1) Modification of cancer treatment regimens, 2) Changes in methods of administration of curative and supportive cancer care and 3) Implementation of generic measures to reduce the risk of COVID-19 infection in healthcare settings. CONCLUSION: All LMICs should consider collating best practices from the current pandemic and translating them into an explicit cancer preparedness plan, which can be escalated during future disasters.

Understanding post-conflict mental health needs and co-producing a community-based mental health intervention for older adults in Colombia: a research protocol.

BACKGROUND: Older adults in Colombia have seen a number of stressful life events - including the Colombian armed conflict, forced misplacement and recently COVID-19. These events likely have had and are having a substantial impact on people's mental health and well-being, whilst mental health care provision in Colombia is not sufficient and often access is limited and unaffordable. Therefore, the aim of this study is to understand the impact of stressful life events on the mental health of older adults living in Colombia, and co-produce, pilot, and evaluate a community-based mental health intervention in Turbo. METHODS: This 3-year international mixed-methods study comprises of three phases: Phase I will explore the impact of stressful life events on the mental health of older adults living in Colombia, and their mental health needs, via quantitative needs assessments and qualitative interviews and focus groups; Phase II will involve synthesising the findings from Phase I as well as conducting a systematic review and qualitative interviews with experts into implementing mental health interventions in LMICs to co-produce a community-based mental health intervention with older adults and local community group leaders and care providers; Phase III will involve the piloting and evaluation of the mental health intervention via quantitative and qualitative assessments. Co-production and public involvement underpin each element of this project. DISCUSSION: Appropriate mental health care is as important as physical health care, but this study also looks at how we might integrate these findings into community-level public health initiatives for application both within Colombia and more widely in both LMICs and more developed countries. This study protocol will act as a guide for the development and adaptation of psychosocial mental health interventions in different cultures and contexts.