Background Cutaneous leishmaniasis (CL) is highly prevalent in Ethiopia, including the Tigray region. However, there is a dearth of information on the levels of knowledge, attitude, and health seeking behavior among the communities in CL-endemic areas of Tigray region, northern Ethiopia. Objective This study aimed to investigate CL-related knowledge, attitude, treatment-seeking and prevention practices in disease-endemic areas of Tigray. Methods Between November and December 2022, a cross-sectional survey was conducted among communities living in seven districts of Tigray. A mixed sampling method was implemented. Data were collected using a pre-tested structured questionnaire and analyzed using SPSS 25 (IBM, Chicago). Results A total of 512 participants were included. Overall, 43%, 36% and 34% of participants had a good level of knowledge, a favorable attitude and a good treatment-seeking and prevention practices towards CL, respectively. However, nearly all participants did not know about CL transmission, about 25% perceived CL to be genetically acquired and about 67% believed it to be stigmatizing. Traditional medication was the preferred option over modern treatment for 63.3%. Rural dwelling participants (AOR = 1.60; 95% CI: 1.00-2.57) and participants living in households with CL episode (AOR = 10.19; 95% CI: 6.36-16.30) had good knowledge towards the disease. However, urban/ semi-urban residents (AOR = 2.17; 95% CI: 1.42-3.31) had favorable attitude towards CL. Gender (AOR = 1.49; 95% CI: 1.01-2.22) and education level (AOR = 0.39; 95% CI: 0.24-0.62) were significantly associated with treatment-seeking and prevention practices. Participants living in households with CL episode (AOR = 2.99; 95% CI: 1.96-4.57) had good treatment-seeking and prevention practices. Conclusion In this study, over one half of participants had poor knowledge about CL, nearly two-third of them had unfavorable attitude towards the disease and two-third of them had poor treatment-seeking and prevention practices. Residence and previous CL episode in households were determinants of respondents knowledge about CL and their attitude towards the disease. Level of education and living in households with CL episode were determinants of participants treatment-seeking and prevention practices. These findings support for an integrated intervention through health education focusing on CL transmission and preventive measures.
Depression subtype classification from social media posts: few-shot prompting vs. fine-tuning of large language models
BackgroundSocial media provides timely proxy signals of mental health, but reliable tweet-level classification of depression subtypes remains challenging due to short, noisy text, overlapping symptomatology,




