Public-targeted interventions addressing antimicrobial resistance and antibiotic use in Sub-Saharan Africa: a scoping review
Open accessAbstract
Introduction: Antimicrobial resistance (AMR) is a global health threat, with sub-Saharan Africa (SSA) experiencing the heaviest health burden and the highest AMR-related mortality. Most interventions in the region focus on hospital settings and provider behaviour, with few empirical papers discussing how theories inform those interventions specifically, community-centred interventions often lack a theoretical framework. However, using behavioural change theories can help us understand public behaviour around antibiotic usage and how to develop theoretically based interventions to maximise effectiveness. This scoping review critically investigates public-targeted interventions on AMR and antibiotic use within SSA, paying close attention to the theories underpinning those interventions. Given the concerning global rise in the spread of AMR and its severe implications, the situation may likely deteriorate if interventions are not significantly enhanced. Methods: A comprehensive search of peer-reviewed literature published in three databases (PubMed, Web of Science and Google Scholar) between 1997 and 2023 was conducted to determine the extent, range and nature of existing studies in this area. This review used the Arksey and O’Malley five-step scoping review framework. Results: The final review included seven publications, with three of the studies conducted in Ghana and the remaining studies carried out across other SSA nations. Findings revealed that AMR interventions were tailored to various demographics, including school children, parents, patients and online audiences. There is a notable lack of inclusive interventions for vulnerable populations, such as persons living with disabilities. Conclusion: The study findings emphasise the critical need for more community-centred research and AMR interventions that integrate relevant theoretical frameworks while being appropriately tailored to local contexts.
AI snapshot
Written from the paper’s full text.
TL;DR
This scoping review identified only seven peer-reviewed public-targeted AMR/antibiotic-use intervention studies in sub-Saharan Africa, mostly in Ghana, with diverse designs and limited explicit theoretical grounding. It concludes that community-centred, theory-informed, disability-inclusive interventions are needed and that long-term effectiveness remains under-evaluated.
Key findings
- The search generated 6748 records, 4987 after deduplication, and seven publications met the inclusion criteria; three studies were conducted in Ghana, with the remaining studies in other SSA countries including Nigeria, Cameroon and Uganda.
- Interventions targeted school children, parents, patients, households, online audiences and young people; none addressed persons living with disabilities.
- Five distinct models or theoretical frameworks were identified across the seven studies, including the information-motivation-behavioural skills model (Appiah et al 2021, 2022) and social learning theory (Ngoh and Shepherd 1997); other studies used implicit theories, interpretivist paradigms or broader public health principles.
- Reported outcomes were mixed: picture drawing had a substantial positive impact on schoolchildren’s AMR knowledge, attitudes and beliefs, while storytelling showed a statistically significant negative effect on knowledge; an animation improved parents’ knowledge significantly but had less pronounced effects on attitudes and beliefs; Adebisi et al reported 380 respondents, 800 000 potential reaches and over 200 000 engagements on Facebook.
Methods
- Scoping review guided by the Arksey and O’Malley five-step framework and informed by PRISMA-ScR, searching PubMed, Web of Science and Google Scholar plus reference lists; the search concluded in March 2024.
- Inclusion criteria were peer-reviewed articles on AMR and antibiotic use/consumption interventions focused on public/community settings, published in English, conducted in SSA countries, with any publication date.
- Data were charted narratively by author discipline, year, country, target population, intervention and findings, then descriptively and thematically synthesised.
Limitations
- Stated by the paper: the review included a limited number of studies, was restricted to English-language publications, and deliberately excluded institutional prescribing practices and veterinary/agricultural antibiotic use, so it does not address other significant AMR drivers or the full One Health perspective.
- Evident from the text: many included studies relied on self-reported data and immediate postintervention assessments without long-term follow-up, limiting conclusions about sustained behaviour change; some findings came from single, small-sample studies or lacked rigorous evaluation and follow-up.
Model-written summary. Check it against the paper before relying on it.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
13 of 29 cited sources checked · 5 supported · 0 flagged · accuracy not yet measured
- Findingcitation
Many interventions fail to explicitly incorporate theoretical frameworks in their design.
“However, our findings, along with other studies, indicate that many interventions fail to explicitly incorporate theoretical frameworks in their design.35 36”
Quote in the paperSubstantial claim1 of 2 sources checked - Premisecitation
The effectiveness of theory-based interventions is well-documented.
“The effectiveness of theory-based interventions is well-documented”
Quote in the paperNot a substantial claim1 of 3 sources checked- cites Glasgow and Linnan34
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Davis et al (2015) source
The Introduction reports that some reviews found a positive association between theory-based interventions and effectiveness, but others found no association or a negative one. The paper calls the evidence a “mixed picture,” so saying their effectiveness is well-documented overstates its conclusion. (LLM, conf=0.87)
Experimental — accuracy not yet measured - cites Gourlan et al (2016) source
- Findingcitation
Research by Appiah et al (2021) and Ngoh and Shepherd (1997) demonstrates the value of culturally sensitive communication strategies, such as storytelling, visual aids and picture drawing.
“Research by Appiah et al (2021) and Ngoh and Shepherd (1997) demonstrates the value of culturally sensitive communication strategies, such as storytelling, visual aids and picture drawing.”
Quote in the paperNot a substantial claim1 of 2 sources checked - Premisecitation
Community-based interventions have shown significant potential in fostering sustainable behaviour change and garnering local support, especially in health promotions.
“Community-based interventions have shown significant potential in fostering sustainable behaviour change and garnering local support, especially in health promotions,44 45 making them invaluable assets in combating AMR at the grassroots level.”
Quote in the paperSubstantial claim1 of 2 sources checked- cites [44] source
The Methods section says community-based health promotion can foster local ownership and support behavioural change, and that drawing on community resources may enhance sustainability. It also cautions that sustainable communitywide health impact is unrealistic for time- and resource-limited interventions. The claim overstates the evidence for sustainable behaviour change as a demonstrated outcome. (LLM, conf=0.84)
Experimental — accuracy not yet measured - cites [45] source
- Premisecitation
Education and awareness initiatives, particularly those targeting schoolchildren and parents, play a vital role in shaping early behaviours toward antibiotic stewardship.
“Education and awareness initiatives, particularly those targeting schoolchildren and parents, play a vital role in shaping early behaviours toward antibiotic stewardship.29”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites [29] Appiah, 2022, The impact of antimicrobial resistance awareness interventions involving schoolchildren, development of an animation and parents engagements: a pilot study, Antimicrob Resist Infect Control source
The Introduction says interventions targeting schoolchildren and parents could be key to responsible antibiotic use, citing evidence of improved knowledge, attitudes and some parental behaviour change. But the Discussion says this pilot measured attitudes rather than antibiotic-use behaviours and calls for future studies to test those behaviours. The claim presents their role in shaping early behaviour more definitively than this study establishes. (LLM, conf=0.82)
Experimental — accuracy not yet measured
- Findingown data
The final review included seven publications.
“Of the records read in full, seven met the predefined criteria.”
Quote in the paperSubstantial claim - Findingown data
AMR interventions in SSA were tailored to various demographics, including school children, parents, patients and online audiences.
“Findings revealed that AMR interventions were tailored to various demographics, including school children, parents, patients and online audiences.”
Quote in the paperNot a substantial claim - Findingown data
There is a notable lack of inclusive interventions for vulnerable populations, such as persons living with disabilities.
“There is a notable lack of inclusive interventions for vulnerable populations, such as persons living with disabilities.”
Quote in the paperSubstantial claim - Findingnone given
Few empirical papers discuss how theories inform public-targeted AMR interventions specifically.
“with few empirical papers discussing how theories inform those interventions specifically, community-centred interventions often lack a theoretical framework.”
Quote in the paperNot a substantial claim - Findingreasoning
In Appiah et al (2021), the intervention addressed the IMB model's information component through lessons on antibiotics and microbes delivered by trained teachers using materials adapted from e-Bug resources.
“The study’s intervention addressed the IMB model’s ‘information’ component construct through lessons on antibiotics and microbes, delivered by trained teachers using materials adapted from e-Bug resources.”
Quote in the paperNot a substantial claim - Findingown data
The existing literature has limited focus on interventions outside healthcare settings.
“The study highlights gaps in the existing literature, particularly the limited focus on interventions outside healthcare settings and the need for more rigorous evaluations of these interventions’ effectiveness.”
Quote in the paperSubstantial claim - Findingown data
Interventions addressing AMR and antibiotic use in SSA are underpinned by a variety of theoretical models and paradigms.
“Interventions addressing AMR and antibiotic use in SSA are underpinned by a variety of theoretical models and paradigms, each contributing uniquely to the intervention design and implementation.”
Quote in the paperNot a substantial claim - Findingown data
Other studies targeted diverse populations including patients, households, online audiences and young people.
“Other studies targeted diverse populations including patients, households, online audiences and young people.”
Quote in the paperNot a substantial claim - Findingown data
All seven included studies employed a mixed-method approach integrating qualitative and quantitative methods for data collection, intervention design, implementation and evaluation.
“Notably, all the seven studies employed a mixed-method approach integrating qualitative (eg, focus groups, interviews, workshops) and quantitative (eg, surveys) methods for data collection, intervention design, implementation and evaluation.”
Quote in the paperNot a substantial claim - Findingown data
Among the seven studies reviewed, five distinct models or theoretical frameworks were identified.
“Among the seven studies reviewed, five distinct models or theoretical frameworks were identified, demonstrating the diverse approaches taken in tackling this issue.”
Quote in the paperNot a substantial claim - Findingown data
The reviewed studies employed various theoretical models, both explicitly and implicitly, to justify intervention design and implementation.
“The reviewed studies employed various theoretical models, both explicitly and implicitly, to justify intervention design and implementation.”
Quote in the paperSubstantial claim - Findingcitation
In Appiah et al (2021), motivation was enhanced by integrating culturally appropriate storytelling and competitive elements, such as awards for creativity.
“The ‘motivation’ component was enhanced by integrating culturally appropriate storytelling and competitive elements, such as awards for creativity.”
Quote in the paperNot a substantial claim - Findingcitation
Ngoh and Shepherd (1997) underscored the importance of culturally sensitive visual aids in their intervention aimed at non-literate populations.
“In terms of community engagement, Ngoh and Shepherd (1997) underscored the importance of culturally sensitive visual aids in their intervention aimed at non-literate populations.”
Quote in the paperNot a substantial claim - Findingnone given
Kaawa-Mafigiri et al (2023) conducted qualitative assessments among healthcare workers and outpatients to identify barriers to adherence to prescribing instructions.
“Similarly, Kaawa-Mafigiri et al (2023) conducted qualitative assessments among healthcare workers and outpatients to identify barriers to adherence to prescribing instructions.”
Quote in the paperNot a substantial claim - Findingcitation
Appiah et al (2021) used storytelling in one school and picture drawing in another to enhance schoolchildren's understanding and attitudes towards AMR and antibiotics.
“As an example of knowledge dissemination, Appiah et al (2021) used storytelling in one school and picture drawing in another to enhance schoolchildren’s understanding and attitudes towards AMR and antibiotics.”
Quote in the paperNot a substantial claim - Findingcitation
In Appiah et al (2022), the IMB model was employed to create participatory animations, engaging schoolchildren in AMR education by integrating their insights and experiences into the intervention.
“Similarly, in 2022, they employed the IMB model to create participatory animations, engaging schoolchildren in AMR education by integrating their insights and experiences into the intervention.”
Quote in the paperNot a substantial claim - Findingnone given
This scoping review identified seven primary intervention studies addressing AMR and antibiotic use in SSA, published between 1997 and 2023.
“This scoping review identified seven primary intervention studies addressing AMR and antibiotic use in SSA, published between 1997 and 2023.”
Quote in the paperSubstantial claim - Findingown data
Ngoh and Shepherd (1997) produced 18 visual aids depicting medication instructions using familiar village scenes.
“The study produced 18 visual aids depicting medication instructions using familiar village scenes.”
Quote in the paperNot a substantial claim - Findingown data
Participants in Tsekleves et al (2023) adopted new cleaning strategies influenced by workshop findings and microbiological dust sampling.
“Participants adopted new cleaning strategies influenced by workshop findings and microbiological dust sampling.”
Quote in the paperNot a substantial claim - Findingcitation
In Appiah et al (2021), the IMB model guided design of storytelling and picture drawing interventions to enhance awareness, motivate behaviour change and develop practical skills for responsible antibiotic use.
“In their 2021 study, Appiah et al used this model to guide the design of storytelling and picture drawing interventions to enhance participants’ awareness of AMR, motivate behaviour change by actively engaging them in creative expression and develop practical skills for responsible antibiotic use.”
Quote in the paperNot a substantial claim - Findingcitation
Social learning theory (Ngoh and Shepherd, 1997) leveraged observational learning to promote responsible antibiotic use.
“Similarly, social learning theory (Ngoh and Shepherd, 1997) leveraged observational learning to promote responsible antibiotic use.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Ngoh and Shepherd, 1997 source
- Findingown data
There remains a glaring gap in the inclusivity of interventions for persons living with disabilities.
“Despite significant strides in addressing AMR, there remains a glaring gap in the inclusivity of interventions for persons living with disabilities.”
Quote in the paperSubstantial claim - Findingown data
Among the studies reviewed, none addressed the needs of persons living with disabilities.
“Among the studies reviewed, none addressed the needs of this population.”
Quote in the paperSubstantial claim - Findingnone given
Many countries with a high AMR burden are under-represented in the literature.
“Many countries with a high AMR burden are under-represented in the literature and should be prioritised for future research.”
Quote in the paperSubstantial claim - Findingnone given
Several critical factors were identified that may enhance the effectiveness of interventions, such as cultural relevance, community engagement, health literacy, education and awareness, infrastructure and access, multisectoral collaboration, behavioural incentives and disincentives.
“Several critical factors were identified that may enhance the effectiveness of interventions, such as cultural relevance, community engagement, health literacy, education and awareness, infrastructure and access, multisectoral collaboration, behavioural incentives and disincentives.”
Quote in the paperSubstantial claim - Findingcitation
The IMB model, used in interventions by Appiah et al (2021, 2022), focused on information dissemination, motivation and behavioural skill-building.
“The IMB model, used in interventions by Appiah et al (2021, 2022), focused on information dissemination, motivation and behavioural skill-building.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Appiah et al (2021, 2022)
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Findingcitation
Tsekleves et al (2023) incorporated elements of behaviour change models like the transtheoretical model and the theory of planned behaviour.
“For example, Tsekleves et al (2023) in their study incorporated elements of behaviour change models like the transtheoretical model and the theory of planned behaviour.36”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [36] source
- Interpretationreasoning
The contrasting outcomes between picture drawing and storytelling in Appiah et al (2021) likely reflect differences in delivery methods and levels of engagement.
“The contrasting outcomes between the two interventions likely reflect differences in delivery methods and levels of engagement.”
Quote in the paperNot a substantial claim - Study design and conductreasoning
Adebisi et al (2020)'s reliance on self-reported viewership metrics from WhatsApp, Instagram and LinkedIn raises questions about the actual impact on behaviour change.
“Despite 800 000 potential reaches and over 200 000 engagements on Facebook, the study’s reliance on self-reported viewership metrics from WhatsApp, Instagram and LinkedIn raises questions about the actual impact on behaviour change.”
Quote in the paperNot a substantial claim - Premisecitation
Programmes like ReAct Africa and Nigeria's AMR Intervarsity Training Programme demonstrate the effectiveness of multisectoral collaboration in driving AMR action.
“Programmes like ReAct Africa43 and Nigeria’s AMR Intervarsity Training Programme demonstrate the effectiveness of multisectoral collaboration in driving AMR action.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [43] ReAct Africa . A global network. 2024. Available: https://www.reactgroup.org/about-us/a-global-network/react-africa/
Not checked in the free run.
- Interpretationreasoning
The findings highlight the potential of community-based approaches to mitigate AMR and promote prudent antibiotic practices in the region.
“The findings highlight the potential of community-based approaches to mitigate AMR and promote prudent antibiotic practices in the region.”
Quote in the paperSubstantial claim - Interpretationnone given
The effectiveness of AMR interventions, especially in SSA, often depends on a combination of practical, interconnected factors.
“However, while theoretical frameworks provide valuable guidance, the effectiveness of AMR interventions, especially in SSA, often depends on a combination of practical, interconnected factors.”
Quote in the paperNot a substantial claim - Interpretationreasoning
Interventions implicitly assume a non-disabled individual who can easily access and understand health information, thus neglecting those who require alternative communication methods or face physical barriers to healthcare services.
“For example, interventions implicitly assume a non-disabled individual who can easily access and understand health information, thus neglecting those who require alternative communication methods or face physical barriers to healthcare services.”
Quote in the paperSubstantial claim - Premisecitation
Low literacy levels can hinder comprehension and adherence to antibiotic guidelines.
“Another key factor is health literacy—low literacy levels can hinder comprehension and adherence to antibiotic guidelines.41”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [41] source
- Classified as probably not a substantial claim. 31
- May combine two claims. 39
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationAntimicrobial resistance (AMR) is a global health threat, with sub-Saharan Africa (SSA) experiencing the heaviest health burden and the highest AMR-related mortality.
“Antimicrobial resistance (AMR) is a global health threat, with sub-Saharan Africa (SSA) experiencing the heaviest health burden and the highest AMR-related mortality.”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites [3] source
May combine two claims.
PremisecitationUsing behavioural change theories can help understand public behaviour around antibiotic usage and develop theoretically based interventions to maximise effectiveness.
“However, using behavioural change theories can help us understand public behaviour around antibiotic usage and how to develop theoretically based interventions to maximise effectiveness.”
Quote in the paperNot a substantial claim1 of 2 sources checked- cites [22] source
The Introduction says that understanding behaviour through theory can help designers identify what to target in interventions and maximise their potential effectiveness. The paper discusses public-health behaviours generally; its Results list the behaviours reviewed but do not identify public antibiotic use. It therefore supports the general rationale, not the antibiotic-specific application. (LLM, conf=0.86)
Experimental — accuracy not yet measured - cites [23] Gourlan, 2016, Efficacy of theory-based interventions to promote physical activity. A meta-analysis of randomised controlled trials, Health Psychol Rev source
May combine two claims.
PremisecitationThe integration of theoretical frameworks enhances the understanding of behavioural determinants and supports the development of effective, targeted interventions.
“The integration of theoretical frameworks enhances the understanding of behavioural determinants and supports the development of effective, targeted interventions.”
Quote in the paperSubstantial claim1 of 3 sources checkedMay combine two claims.
PremisecitationPersons living with disabilities are disproportionately affected by infectious diseases and are more vulnerable to AMR due to factors such as limited access to healthcare services, barriers to information and education and often, higher rates of comorbidities.
“Persons living with disabilities are disproportionately affected by infectious diseases46 and are more vulnerable to AMR due to factors such as limited access to healthcare services, barriers to information and education and often, higher rates of comorbidities.”
Quote in the paperSubstantial claim1 of 1 sources checked- cites [46] Gréaux, 2023, Health equity for persons with disabilities: a global scoping review on barriers and interventions in healthcare services, Int J Equity Health source
Split into 2 atoms — 1 confirmed, 1 partially supported, 0 disputed, 0 misattributed, 0 unverifiable. Expand the claim to see per-atom verdicts.
Experimental — accuracy not yet measured
May combine two claims.
FindingcitationThis result appears consistent with findings from other systematic reviews both within and outside SSA, as none of the reviews reported AMR interventions specifically tailored to accommodate persons living with disabilities.
“This result appears consistent with findings from other systematic reviews both within and outside SSA, as none of the reviews reported AMR interventions specifically tailored to accommodate persons living with disabilities.11 13 16 20 21”
Quote in the paperNot a substantial claim3 of 3 sources checked- cites [11] Gilham, 2024, Assessment of global antimicrobial resistance campaigns conducted to improve public awareness and antimicrobial use behaviours: a rapid systematic review, BMC Public Health source
The Results > Target population section lists the campaigns’ main audiences, but it does not assess whether interventions were tailored to accommodate persons living with disabilities. Searches for disability, disabled people, and accessibility found no passage addressing that question, so the absence of such an intervention from the list does not establish the claim. (LLM, conf=0.72)
Experimental — accuracy not yet measured - cites [13] Otieno, 2022, A Systematic Review of Pharmacist-Led Antimicrobial Stewardship Programs in Sub-Saharan Africa, Int J Clin Pract source
The Results (section 3.1) describe the included hospital studies and their clinical focuses, but do not address whether any intervention was tailored for persons living with disabilities. Searches for disability and tailored interventions found no passage making that finding. This review also cannot establish what the other reviews within or outside SSA reported. (LLM, conf=0.72)
Experimental — accuracy not yet measured - cites [16] source
May combine two claims.
PremisecitationActively involving communities in intervention design fosters ownership, promotes sustainable behaviour change and enables them to devise solutions relevant to their specific circumstances.
“Actively involving communities in intervention design fosters ownership, promotes sustainable behaviour change and enables them to devise solutions relevant to their specific circumstances.40”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites [40] Mitchell, 2022, Community engagement: The key to tackling Antimicrobial Resistance (AMR) across a One Health context?, Glob Public Health source
The Introduction and ‘Toward a shared understanding of community’ section describe co-designed, locally meaningful solutions and say co-development builds community ownership. They do not establish that involving communities in intervention design produces sustained behaviour change; the Introduction says only that awareness-raising and education alone are insufficient for long-term change. (LLM, conf=0.83)
Experimental — accuracy not yet measured
Probably not a substantial claim: may not pass S4 (based).
Findingnone givenCommunity-centred AMR interventions often lack a theoretical framework.
“community-centred interventions often lack a theoretical framework.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataThree of the seven included studies were conducted in Ghana; the remaining studies were conducted in other SSA countries including Nigeria, Cameroon and Uganda.
“Three of the seven studies were conducted in Ghana with the remaining studies conducted in other SSA countries including Nigeria, Cameroon and Uganda.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingnone givenAppiah et al (2022) involved parents in their investigation of the effectiveness of animation as an intervention strategy.
“Similarly, Appiah et al (2022) involved parents in their investigation of the effectiveness of animation as an intervention strategy.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
FindingcitationAppiah et al (2022) explored the use of AMR animations involving schoolchildren to influence parental knowledge and attitudes.
“To illustrate awareness, Appiah et al (2022) explored the use of AMR animations involving schoolchildren to influence parental knowledge and attitudes.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataIn Appiah et al (2022), the animation improved parents' knowledge significantly, but its effects on attitudes and beliefs were less pronounced.
“While the animation improved parents’ knowledge significantly, its effects on attitudes and beliefs were less pronounced.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
FindingcitationTsekleves et al (2023) reported limited awareness among participants about broader health risks of dust, variations in cleaning practices across socioeconomic groups, and strong role of social norms in shaping behaviours.
“For example, there was limited awareness among participants about the broader health risks of dust, variations in cleaning practices across socioeconomic groups and the strong role of social norms in shaping behaviours.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Findingnone givenSAS has established research training hubs and leadership programmes, fostering collaboration with academic institutions and industry partners.
“SAS has established research training hubs and leadership programmes, fostering collaboration with academic institutions and industry partners.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataIn Appiah et al (2022), the animation targeted parents, addressing information through relatable scenarios, motivation by highlighting risks of AMR and behavioural skills by promoting practical actions like proper antibiotic disposal.
“The animation targeted parents, addressing ‘information’ through relatable scenarios, ‘motivation’ by highlighting the risks of AMR and ‘behavioural skills’ by promoting practical actions like proper antibiotic disposal.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingnone givenAppiah et al (2021) focused on school children in their intervention.
“For example, Appiah et al (2021) focused on school children in their intervention.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
FindingcitationIn Appiah et al (2021), behavioural skills were developed by encouraging children to act out their understanding through role-plays and explanations.
“‘Behavioural skills’ were developed by encouraging children to act out their understanding through role-plays and explanations.”
Quote in the paperNot a substantial claimMay combine two claims.
FindingcitationIn Appiah et al (2021), picture drawing had a substantial positive impact on AMR knowledge, attitudes and beliefs among schoolchildren, whereas storytelling showed a statistically significant negative effect on knowledge and did not significantly influence beliefs and attitudes.
“The study yielded mixed outcomes: picture drawing had a substantial positive impact on AMR knowledge, attitudes and beliefs among schoolchildren, whereas storytelling showed a statistically significant negative effect on knowledge and did not significantly influence beliefs and attitudes.”
Quote in the paperSubstantial claimMay combine two claims.
FindingcitationIn Ngoh and Shepherd (1997), patients demonstrated the ability to interpret and comprehend the images accurately, enhancing medication adherence.
“Patients demonstrated the ability to interpret and comprehend the images accurately, enhancing medication adherence.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataPublic-centred interventions in SSA are diverse and often underpinned by a range of theoretical frameworks.
“This scoping review reveals that public-centred interventions in SSA are diverse and often underpinned by a range of theoretical frameworks.”
Quote in the paperSubstantial claimMay combine two claims.
Findingnone givenAppiah et al (2021, 2022) both adopted the information-motivation-behavioural skills (IMB) model to structure their interventions.
“Appiah et al (2021, 2022) both adopted the information-motivation-behavioural skills (IMB) model to structure their interventions.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingnone givenAdebisi et al (2020) employed outreach programmes and social media campaigns to raise awareness and correct misconceptions about AMR and engaged 380 respondents who completed a web-based questionnaire.
“As a case in point for behavioural determinants and community-based initiatives, Adebisi et al (2020) employed outreach programmes and social media campaigns to raise awareness and correct misconceptions about AMR and engaged 380 respondents who completed a web-based questionnaire, achieving significant engagement metrics.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataKaawa-Mafigiri et al (2023)'s T&C package significantly improved prescription adherence, increased awareness about risks of alternative treatment practices and reduced medication sharing, incomplete dosages and self-medication, subsequently reducing resource wastage.
“Their subsequent development of a comprehensive T&C package significantly improved prescription adherence, increased awareness about the risks of alternative treatment practices and reduced medication sharing, incomplete dosages and self-medication, subsequently reducing resource wastage.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe majority of intervention studies reviewed targeted the general public, but certain interventions within each study were specifically tailored to distinct population categories.
“Although the majority of intervention studies reviewed targeted the general public, certain interventions within each study were specifically tailored to distinct population categories.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
FindingcitationNkaiwuatei (2022) highlighted the SAS Africa initiative, which incorporates stewardship activities, research, community engagement and participation in global awareness campaigns.
“Also, Nkaiwuatei (2022) highlighted the SAS Africa initiative, which incorporates stewardship activities, research, community engagement and participation in global awareness campaigns.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataAdebisi et al (2020) achieved 800,000 potential reaches and over 200,000 engagements on Facebook.
“Despite 800 000 potential reaches and over 200 000 engagements on Facebook”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingnone givenTsekleves et al (2023) introduced the Dust Bunny project, focusing on household hygiene practices to mitigate environmental sources of bacterial infections.
“Tsekleves et al (2023) introduced the Dust Bunny project, focusing on household hygiene practices to mitigate environmental sources of bacterial infections.”
Quote in the paperNot a substantial claimMay combine two claims.
FindingcitationIn Appiah et al (2022), engagement interventions positively influenced parents' knowledge, though the picture-drawing intervention had no significant effects on parental knowledge or beliefs.
“The engagement interventions positively influenced parents’ knowledge, though the picture-drawing intervention had no significant effects on parental knowledge or beliefs.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingnone givenThe interventions reviewed demonstrate innovative strategies, from culturally tailored communication materials to community engagement initiatives, designed to meet the unique needs and contexts of SSA.
“The interventions reviewed demonstrate innovative strategies, from culturally tailored communication materials to community engagement initiatives, designed to meet the unique needs and contexts of SSA.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataFindings highlight the contextual challenges and the scarcity of research on community interventions in addressing AMR.
“Findings highlight the contextual challenges and the scarcity of research on community interventions in addressing AMR.”
Quote in the paperSubstantial claimMay combine two claims.
FindingreasoningCurrent AMR interventions often adopt an individualistic approach, focusing on non-disabled individuals without considering the broader social, structural and relational contexts that influence health outcomes.
“Current AMR interventions often adopt an individualistic approach, focusing on non-disabled individuals without considering the broader social, structural and relational contexts that influence health outcomes.”
Quote in the paperSubstantial claimMay combine two claims.
PremisecitationMost AMR interventions in SSA focus on hospital settings and provider behaviour.
“However, many of these interventions have been implemented in high-income countries or are primarily focused on healthcare settings, targeting physicians, pharmacists and other healthcare workers.1113”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [1113]
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
InterpretationreasoningBy linking intervention activities directly to theoretical constructs, the Appiah et al studies demonstrate how the IMB model can guide development of contextually relevant AMR interventions, although challenges remain in ensuring all components are addressed effectively.
“By linking intervention activities directly to theoretical constructs, these studies demonstrate how the IMB model can guide the development of contextually relevant AMR interventions, although challenges remain in ensuring all components are addressed effectively.”
Quote in the paperSubstantial claim- The authors state this as an assumption: The IMB model holds that health-related behaviour depends on information, motivation and behavioural skills.
May combine two claims.
Study design and conductown dataThe outcomes in Kaawa-Mafigiri et al (2023) were assessed immediately after the intervention and are reliant on self-reported data.
“These outcomes were assessed immediately after the intervention, providing an indication of the intervention’s effectiveness, though the study is reliant on self-reported data.”
Quote in the paperNot a substantial claimMay combine two claims.
Study design and conductreasoningThe self-reported changes in Tsekleves et al (2023) were assessed immediately after the intervention and show positive shifts in behaviour, but lack of long-term follow-up and reliance on self-reported data limit ability to assess sustained behaviour change.
“These self-reported changes, assessed immediately after the intervention, show positive shifts in behaviour. However, the lack of long-term follow-up and reliance on self-reported data limit the ability to assess sustained behaviour change.”
Quote in the paperNot a substantial claimMay combine two claims.
Study design and conductreasoningThe outcomes in Ngoh and Shepherd (1997) were observed immediately postintervention, and the study did not assess long-term adherence or sustainability.
“These outcomes were observed immediately postintervention, suggesting the importance of clear and contextually relevant educational materials. However, the study did not assess long-term adherence or the sustainability of these improvements, indicating a need for follow-up evaluations to determine lasting impact for similar interventions.”
Quote in the paperNot a substantial claimMay combine two claims.
Study design and conductown dataThe outcomes in Appiah et al (2021) are based on self-assessment immediately postintervention, which may not reflect long-term impacts.
“These outcomes are based on the study’s self-assessment immediately postintervention, which may not reflect long-term impacts.”
Quote in the paperNot a substantial claimMay combine two claims.
Study design and conductreasoningThe scope of the review was restricted to studies in English, which may exclude relevant research published in other languages across the continent.
“This study has the following limitations, including a limited number of reviewed studies, as the scope of the review was restricted to studies in English, which may exclude relevant research published in other languages across the continent.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S2 (checkable), S4 (based). May combine two claims.
InterpretationreasoningActively involving community members in the design, implementation and evaluation of interventions, theory-driven approaches can tap into local knowledge, values and social norms, thereby enhancing their relevance and effectiveness.
“Overall, actively involving community members in the design, implementation and evaluation of interventions, theory-driven approaches can tap into local knowledge, values and social norms, thereby enhancing their relevance and effectiveness.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Interpretationnone givenBehavioural incentives, such as targeted outreach and social media campaigns, align with the health belief model's emphasis on perceived benefits and threats as motivators for behaviour change.
“Additionally, behavioural incentives, such as targeted outreach and social media campaigns, align with the health belief model’s emphasis on perceived benefits and threats as motivators for behaviour change.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing), S4 (based).
Interpretationnone givenTheories such as the IMB model can provide a comprehensive framework for understanding how individual awareness, motivation and behavioural skills influence antibiotic use practices.
“For instance, theories such as the IMB model can provide a comprehensive framework for understanding how individual awareness, motivation and behavioural skills influence antibiotic use practices.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductreasoningThis emphasis does not address other significant drivers of AMR, such as overprescription by healthcare providers or inappropriate use of higher-line antibiotics in clinical settings.
“While this emphasis highlights critical aspects of community-level AMR and antibiotic misuse outside hospital environments, it does not address other significant drivers of AMR, such as overprescription by healthcare providers or inappropriate use of higher-line antibiotics in clinical settings.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningTheory-driven community-based interventions may have the potential to address the multifaceted nature of AMR and antibiotic use by targeting individual, interpersonal and environmental factors influencing behaviour.
“Moreover, theory-driven community-based interventions may have the potential to address the multifaceted nature of AMR and antibiotic use by targeting individual, interpersonal and environmental factors influencing behaviour.”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationInadequate healthcare infrastructure and weak regulatory enforcement contribute to antibiotic misuse in SSA, with many individuals purchasing antibiotics informally.
“At the systemic level, inadequate healthcare infrastructure and weak regulatory enforcement contribute to antibiotic misuse in SSA (Sono et al),42 with many individuals purchasing antibiotics informally.”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Sono et al
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites [42] Sono, 2023, Current rates of purchasing of antibiotics without a prescription across sub-Saharan Africa; rationale and potential programmes to reduce inappropriate dispensing and resistance, Expert Rev Anti Infect Ther source
Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.
InterpretationreasoningInterventions informed by the health belief model can address perceptions of susceptibility and severity of AMR, while those guided by social cognitive theory can focus on enhancing self-efficacy and social support for responsible antibiotic use.
“For example, interventions informed by the health belief model can address perceptions of susceptibility and severity of AMR, while those guided by social cognitive theory can focus on enhancing self-efficacy and social support for responsible antibiotic use.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim. May combine two claims.
Study design and conductnone givenThe study focuses solely on public-targeted interventions, deliberately excluding areas such as institutional prescribing practices and antibiotic use in veterinary and agricultural settings.
“Also, the study focuses solely on public-targeted interventions, deliberately excluding areas such as institutional prescribing practices and antibiotic use in veterinary and agricultural settings.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningCombating AMR requires coordinated efforts across healthcare, media, agriculture and education sectors.
“Furthermore, combating AMR requires coordinated efforts across healthcare, media, agriculture and education sectors.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing), S4 (based).
InterpretationreasoningThe effectiveness of such interventions perhaps can be greatly enhanced by grounding them in relevant theoretical frameworks that provide a systematic understanding of behaviour change processes and inform intervention design and implementation.
“However, the effectiveness of such interventions perhaps can be greatly enhanced by grounding them in relevant theoretical frameworks that provide a systematic understanding of behaviour change processes and inform intervention design and implementation.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S4 (based). May combine two claims.
InterpretationreasoningInvolving persons with disabilities in the design and implementation of interventions ensures their needs and perspectives are adequately represented, fostering a sense of inclusion and engagement.
“Additionally, involving persons with disabilities in the design and implementation of interventions ensures their needs and perspectives are adequately represented, fostering a sense of inclusion and engagement.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).
InterpretationreasoningIncorporating theoretical frameworks into community-based interventions may be useful in providing more insights into the underlying mechanisms driving behaviour change and in ensuring well-tailored interventions to address specific determinants of AMR-related behaviours.
“Incorporating theoretical frameworks into community-based interventions may be useful in providing more insights into the underlying mechanisms driving behaviour change and in ensuring well-tailored interventions to address specific determinants of AMR-related behaviours.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
Study design and conductreasoningThe focus on English language studies was necessary to ensure accessibility and feasibility within the scope of this research.
“However, the focus on English language studies was necessary to ensure accessibility and feasibility within the scope of this research.”
Quote in the paperSubstantial claimMay combine two claims.
InterpretationreasoningThese studies emphasise the crucial role of culturally relevant and community-engagement approaches in effectively conveying messages about AMR and antibiotic use, fostering ownership and promoting sustainable behaviour change.
“These studies emphasise the crucial role of culturally relevant and community-engagement approaches in effectively conveying messages about AMR and antibiotic use, fostering ownership and promoting sustainable behaviour change.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S2 (checkable), S4 (based).
Interpretationnone givenBy fostering local ownership and participation, interventions can be made culturally appropriate and sustainable in the long run.
“First, by fostering local ownership and participation, interventions can be made culturally appropriate and sustainable in the long run.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningThe identified AMR intervention factors highlight the need for culturally tailored interventions that resonate with local communities.
“The identified AMR intervention factors (figure 4) highlight the need for culturally tailored interventions that resonate with local communities.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).
InterpretationreasoningCommunity-based interventions may offer several advantages in the context of AMR.
“Community-based interventions may offer several advantages in the context of AMR.”
Quote in the paperNot a substantial claimMay combine two claims.
InterpretationreasoningThis perspective fails to account for the unique challenges faced by persons with disabilities, thereby perpetuating health disparities.
“This perspective fails to account for the unique challenges faced by persons with disabilities, thereby perpetuating health disparities.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S2 (checkable), S4 (based).
InterpretationreasoningBy aligning interventions with such theories, researchers, particularly social scientists, can develop targeted strategies to enhance these key determinants and promote responsible antibiotic use within communities.
“By aligning interventions with such theories, researchers, particularly social scientists, can develop targeted strategies to enhance these key determinants and promote responsible antibiotic use within communities.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable). May combine two claims.
InterpretationreasoningThe community (public) becomes a critical site for intervention because it is at this level that behaviours related to antibiotic use are formed and can be effectively influenced.
“The community (public), therefore, becomes a critical site for intervention because it is at this level that behaviours related to antibiotic use are formed and can be effectively influenced.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing), S4 (based).
Interpretationnone givenCommunity-based interventions guided by relevant theory may perhaps facilitate the scalability and replicability of interventions across diverse settings.
“Additionally, community-based interventions guided by relevant theory may perhaps facilitate the scalability and replicability of interventions across diverse settings.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S4 (based). May combine two claims.
Interpretationnone givenBy addressing these key factors, AMR interventions in SSA can achieve greater impact, ensuring that behaviour change efforts are sustainable and responsive to local needs.
“By addressing these key factors, AMR interventions in SSA can achieve greater impact, ensuring that behaviour change efforts are sustainable and responsive to local needs.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable). May combine two claims.
InterpretationreasoningMapping these interventions to theoretical frameworks reveals how theory-aligned interventions can shape successful interventions, offering structured methods to address key behavioural determinants and contributing to global efforts to combat AMR.
“Mapping these interventions to theoretical frameworks reveals how theory-aligned interventions can shape successful interventions, offering structured methods to address key behavioural determinants and contributing to global efforts to combat AMR.”
Quote in the paperNot a substantial claim
The authors state this as an assumption.
The IMB model holds that health-related behaviour depends on information, motivation and behavioural skills.
“The IMB model posits that health-related behaviour hinges on three critical components: information, motivation and behavioural skills.”
The paper relies on this without support.
Tailoring interventions to specific contexts is key to their effectiveness.
“While there are many similarities between cultures and socioeconomic contexts in SSA, and thus, the potential to scale up these example interventions, it is likely that tailoring interventions to specific contexts is key to their effectiveness.”
The paper relies on this without support.
Public-targeted interventions are particularly critical due to their potential for widespread impact.
“While various AMR-related areas are worth exploring, public interventions are particularly critical due to their potential for widespread impact.”
The paper relies on this without support.
Health behaviours and outcomes are influenced by a complex interplay of individual, social and structural factors.
“By recognising that health behaviours and outcomes are influenced by a complex interplay of individual, social and structural factors, we can develop more comprehensive and inclusive AMR interventions.”
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
Each contradiction between two passages listed here was confirmed by an independent check.
One of the six post-1997 papers was published in 2020
MinorThe review includes seven studies: one from 1997 and one by Adebisi et al from 2020. Therefore, only five of the six studies published after 1997 could have emerged from 2021 onwards.
“From 2021 onwards, six further papers emerged that report interventions that focus on addressing AMR and antibiotic utilisation in the community”
“Adebisi et al (2020) employed outreach programmes and social media campaigns to raise awareness and correct misconceptions about AMR”
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Flagged first, then by citations
Cited by
Still being checked.
- Authors
- Maduko, W., Olamijuwon, E., Kesby, M., & Hale, J. M.
- Affiliations
- University of St Andrews (GB)
- Venue
- BMJ Global Health
- Publisher
- BMJ
- Published
- 2025-03
- Volume
- 10
- Issue
- 3
- Pages
- e017455
- ISSN
- 2059-7908 (ISSN-L)
- PMC
- PMC11931924
- OpenAlex
- W4408741627
- Semantic Scholar
- f54af5c70cfb0244fdeaca49f3f969b00122f1a7
- Cited by
- 12
- References
- 47
- Citations by year
- 2026: 11 · 2025: 1
- FWCI
- 6.21
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- BMJ Global Health (publishedVersion, cc-by-nc)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion, cc-by-nc)
- St Andrews Research Repository (St Andrews Research Repository) (acceptedVersion, cc-by-nc)
- Europe PMC (PubMed Central) (submittedVersion, cc-by-nc)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- Data Literacy for Social and Environmental Justice, School of Geography and Sustainable Development University of St Andrews United Kingdom (Data for Justice PhD research grant 2023/2024)
- Topics
- Life Sciences › Immunology and Microbiology › Applied Microbiology and Biotechnology › Antibiotic Use and Resistance
- Health Sciences › Medicine › Infectious Diseases › HIV/AIDS Research and Interventions
- Health Sciences › Health Professions › General Health Professions › Health Policy Implementation Science
- Keywords
- antimicrobial resistance, antibiotic use, behaviour change theory, vulnerable populations, elementary school students, parents, online audiences, sub-Saharan Africa
- MeSH terms
- Anti-Bacterial Agents, Drug Resistance, Microbial, Humans, Africa South of the Sahara, Drug Resistance, Bacterial
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Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
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