Background: Chat Generative Pre-trained Transformer (ChatGPT) is a 175-billion-parameter natural language processing model that uses deep learning algorithms trained on vast amounts of data to generate human-like texts such as essays. Consequently, it has introduced new challenges and threats to medical education. We assessed the use of ChatGPT and other AI tools among medical students in Uganda. Methods: We conducted a descriptive cross-sectional study among medical students at four public universities in Uganda from 1^st November 2023 to 20^th December 2023. Participants were recruited by stratified random sampling. We used a semi-structured questionnaire to collect data on participants’ socio-demographics and use of AI tools such as ChatGPT. Our outcome variable was use of AI tools. Data were analyzed descriptively in Stata version 17.0. We conducted a modified Poisson regression to explore the association between use of AI tools and various exposures. Results: A total of 564 students participated. Almost all (93%) had heard about AI tools and more than two-thirds (75.7%) had ever used AI tools. Regarding the AI tools used, majority (72.2%) had ever used ChatGPT, followed by SnapChat AI (14.9%), Bing AI (11.5%), and Bard AI (6.9%). Most students use AI tools to complete assignments (55.5%), preparing for tutorials (39.9%), preparing for exams (34.8%) and research writing (24.8%). Students also reported the use of AI tools for nonacademic purposes including emotional support, recreation, and spiritual growth. Older students were 31% less likely to use AI tools compared to younger ones (Adjusted Prevalence Ratio (aPR):0.69; 95% CI: [0.62, 0.76]). Students at Makerere University were 66% more likely to use AI tools compared to students in Gulu University (aPR:1.66; 95% CI:[1.64, 1.69]). Conclusion: The use of ChatGPT and other AI tools was widespread among medical students in Uganda. AI tools were used for both academic and non-academic purposes. Younger students were more likely to use AI tools compared to older students. There is a need to promote AI literacy in institutions to empower older students with essential skills for the digital age. Further, educators should assume students are using AI and adjust their way of teaching and setting exams to suit this new reality. Our research adds further evidence to existing voices calling for regulatory frameworks for AI in medical education.

Background: The World Health Organization (WHO) recommends at least 8 antenatal care (ANC) contacts during pregnancy, but many women in low and middle-income countries do not adhere to this schedule, which may contribute to high rates of maternal and neonatal mortality. This study assessed compliance to the WHO recommended 8+ ANC contacts schedule and associated factors among postpartum mothers in eastern Uganda. Methods: This was a cross-sectional multicenter study conducted between July and August 2022 at four selected hospitals in Eastern Uganda using quantitative techniques. We recruited postnatal mothers who had given birth within 48 hours with records of their ANC contacts. Compliance to the WHO recommended 8+ ANC contacts schedule was defined as having received the recommended ANC contacts as per the gestational age at childbirth following the current ANC for a positive pregnancy experience WHO guidelines. We conducted multivariable logistic regression analysis to assess the association between compliance to the WHO recommended 8+ ANC contacts schedule and selected independent variables. Results: A total of 1104 postpartum mothers participated in the study with a mean age (± standard deviation) of 26 ± 6.4 years, and a majority had given birth from a referral hospital (n = 624 56.5%). Compliance to the WHO recommended 8+ ANC contacts schedule was low (n = 258, 23.4%), and only 23.2% (196) of the women had attended their first antenatal care contact within the first trimester. Factors associated with compliance to the WHO recommended 8+ ANC contacts were: attending the first antenatal care contact within 12 weeks of gestation [AOR: 6.42; 95% CI: (4.43 to 9.33)], having 2 to 4 children [AOR: 0.65; 95% CI: (0.44 to 0.94)], having a spouse who is unemployed [AOR: 1.71; 95% CI: (0.53 to1.08)] and having insurance coverage [AOR: 2.31; 95% CI: (1.17 to 4.57)]. Conclusion: Compliance with the 8+ ANC contacts schedule remains very low. Efforts should focus on increasing health education, particularly for multiparous women, and encouraging mothers to begin ANC in their first trimester. Exploring the dynamics of partner support, especially with employment status, may offer insights into improving ANC attendance.

Background: Prostate cancer is the most common cancer among men globally, with over 1.2 million cases reported in 2018. About 90% of men with prostate cancer are diagnosed when the disease is in an advanced stage. We assessed the factors associated with the uptake of prostate cancer screening among men aged ≥ 50 years in Lira city. Methods: This was a cross-sectional study involving 400 men aged ≥ 50 years in Lira city who were sampled using multistage cluster sampling method. Uptake of prostate cancer screening was defined as the proportion of men who received prostate cancer screening in the past one year prior to the interview. Multivariable logistic regression analyses were performed to assess the factors associated with the uptake of prostate cancer screening. Data were analyzed using Stata version 14.0 statistical software. Results: Of the 400 participants, only 18.5% (74/400) had ever been screened for prostate cancer. However, 70.7% (283/400) were willing to screen/rescreen if provided with the opportunity. Majority of the study participants, 70.5% (282/400) had ever heard about prostate cancer, mostly from a health worker (40.8% (115/282)). Less than half of the participants had high knowledge of prostate cancer. The factors that were significantly associated with prostate cancer screening were age ≥ 70 years, Adjusted Odds Ratio (AOR) 3.29: 95% Confidence Interval (CI): 1.20-9.00) and having a family history of prostate cancer, AOR 2.48 (95%CI: 1.32–4.65). Conclusion: There was low uptake of prostate cancer screening among men in Lira City, but majority of men were willing to screen. We encourage policymakers in Uganda to ensure prostate cancer screening services are readily available and accessible by men so as to improve on early identification and treatment of the disease.

Background: Male involvement plays a critical role in the utilization of various sexual and reproductive health services. We explored enablers and barriers of male involvement in the use of modern family planning methods in Eastern Uganda. Methods: This was a qualitative study in Mbale, Eastern Uganda done between November and December 2022. We conducted three group discussions comprising of four participants each, with male partners and eight key informant interviews with midwives. We followed a group discussion guide during the group discussions and an interview guide during the key informant interviews to explore enablers and barriers of male involvement in the use of modern family planning methods. All the interviews and group discussions were audio-recorded with permission from the participants, transcribed verbatim, and analyzed following thematic content analysis approach. Results: Two sub-themes emerged from the analysis; perceived enablers and barriers. The perceived enablers included positive attitude, subjective norms, need to support the woman, mutual consent, limited resources and expected benefits of reducing gender-based violence and sexually transmitted infections. Lack of male partner consent, busy work engagement, social stigma, religious prohibition, desire for many children and gender roles incompatibility hindered male partner involvement in family planning. Fear of side effects and misconceptions, unconducive hospital environment in form of mistreatment, family planning considered a female’s issue, and lack of consideration of male partner needs in family planning clinic were additional barriers to male involvement. Conclusion: Male involvement in family planning was related to positive attitude and subjective norms towards family planning, mutual consent, and recognition for limited resources to support a large family size. Lack of male partner approval, fear of side effects and misconceptions, unconducive hospital environment and social, cultural and religious prohibitions discouraged male partner involvement in family planning. Community based approaches to family planning sensitization, such as community education campaigns, may be an important step toward reducing barriers to male involvement in the use of modern family planning methods.

Assessing factors associated with mortality among COVID-19 patients could guide in developing context relevant interventions to mitigate the risk. The study aimed to describe mortality and associated factors among COVID-19 patients admitted at six health facilities in Uganda. We reviewed medical records of patients admitted with COVID-19 between January 1st 2021 and December 31st 2021 in six hospitals in Uganda. Using Stata version 17.0, Kaplan Meier and Cox regression analyses were performed to describe the time to death and estimate associations between various exposures and time to death. Finally, accelerated failure time (AFT) models with a lognormal distribution were used to estimate corresponding survival time ratios. Out of the 1040 study participants, 234 (22.5%: 95%CI 12.9 to 36.2%) died. The mortality rate was 30.7 deaths per 1000 person days, 95% CI (26.9 to 35.0). The median survival time was 33 days, IQR (9–82). Factors associated with time to COVID-19 death included; age ≥ 60 years [adjusted hazard ratio (aHR) = 2.4, 95% CI: [1.7, 3.4]], having malaria test at admission [aHR = 2.0, 95% CI:[1.0, 3.9]], a COVID-19 severity score of severe/critical [aHR = 6.7, 95% CI:[1.5, 29.1]] and admission to a public hospital [aHR = 0.4, 95% CI:[0.3, 0.6]]. The survival time of patients aged 60 years or more is estimated to be 63% shorter than that of patients aged less than 60 years [adjusted time ratio (aTR) 0.37, 95% CI 0.24, 0.56]. The survival time of patients admitted in public hospitals was 2.5 times that of patients admitted in private hospitals [aTR 2.5 to 95%CI 1.6, 3.9]. Finally, patients with a severe or critical COVID-19 severity score had 87% shorter survival time than those with a mild score [aTR 0.13, 95% CI 0.03, 0.56]. In-hospital mortality among COVID-19 patients was high. Factors associated with shorter survival; age ≥ 60 years, a COVID-19 severity score of severe or critical, and having malaria at admission. We therefore recommend close monitoring of COVID-19 patients that are elderly and also screening for malaria in COVID-19 admitted patients.

Over 250 million infants in low and middle-income countries do not fulfill their neurodevelopment potential. In this study, we assessed the incidence and risk factors for neurodevelopmental delay (NDD) among children born following obstructed labor in Eastern Uganda. Between October 2021 and April 2022, we conducted a cohort study of 155 children (aged 25 to 44 months), born at term and assessed their neurodevelopment using the Malawi Developmental Assessment Tool. We assessed the gross motor, fine motor, language and social domains of neurodevelopment. The incidence of neurodevelopmental delay by 25 to 44 months was 67.7% (105/155) (95% CI: 59.8–75.0). Children belonging to the poorest wealth quintile had 83% higher risk of NDD compared to children belonging to the richest quintile (ARR (Adjusted Risk Ratio): 1.83; 95% CI (Confidence Interval): [1.13, 2.94]). Children fed the recommended meal diversity had 25% lower risk of neurodevelopmental delay compared to children who did not (ARR: 0.75; 95% CI: [0.60, 0.94]). Children who were exclusively breastfed for the first 6 months had 27% lower risk of neurodevelopmental delay compared to children who were not (ARR: 0.73; 95% CI: [0.56, 0.96]). We recommend that infants born following obstructed labor undergo neurodevelopmental delay screening.