Cited by 12Antibiotic Use and ResistanceHIV/AIDS Research and InterventionsHealth Policy Implementation Science

Public-targeted interventions addressing antimicrobial resistance and antibiotic use in Sub-Saharan Africa: a scoping review

Open access
Maduko, Winifred, Olamijuwon, Emmanuel, Kesby, Mike, Hale, Jo Mhairi·2025·BMJ Global Health

Abstract

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

Crossref · 10.1136/bmjgh-2024-017455

Cites

47 of 47 references verified0 citation errors · 0 not checkable

Statistics

Nothing to recompute.

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
    • cites [35] source
    • cites [36] source
  • 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
    • cites Appiah et al (2021) source
    • cites Ngoh and Shepherd (1997) source
  • 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
  • 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.

    Premisecitation

    Antimicrobial 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
  • May combine two claims.

    Premisecitation

    Using 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.

    Premisecitation

    The 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 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
    • cites Gourlan et al (2016) source
  • May combine two claims.

    Premisecitation

    Persons 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.

    Findingcitation

    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.

    “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.

    Premisecitation

    Actively 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 given

    Community-centred AMR interventions often lack a theoretical framework.

    “community-centred interventions often lack a theoretical framework.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Three 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingnone given

    Appiah 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingcitation

    Appiah 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 claim
  • May combine two claims.

    Findingown data

    In 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingcitation

    Tsekleves 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingnone given

    SAS 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 claim
  • May combine two claims.

    Findingown data

    In 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingnone given

    Appiah 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingcitation

    In 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 claim
  • May combine two claims.

    Findingcitation

    In 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 claim
  • May combine two claims.

    Findingcitation

    In 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 claim
  • May combine two claims.

    Findingown data

    Public-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 claim
  • May combine two claims.

    Findingnone given

    Appiah 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 claim
  • May combine two claims.

    Findingnone given

    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.

    “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 claim
  • May combine two claims.

    Findingown data

    Kaawa-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 claim
  • May combine two claims.

    Findingown data

    The 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingcitation

    Nkaiwuatei (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 claim
  • May combine two claims.

    Findingown data

    Adebisi 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingnone given

    Tsekleves 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 claim
  • May combine two claims.

    Findingcitation

    In 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingnone given

    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.

    “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 claim
  • May combine two claims.

    Findingown data

    Findings 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 claim
  • May combine two claims.

    Findingreasoning

    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.

    “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 claim
  • May combine two claims.

    Premisecitation

    Most 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.

    Interpretationreasoning

    By 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 data

    The 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 claim
  • May combine two claims.

    Study design and conductreasoning

    The 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 claim
  • May combine two claims.

    Study design and conductreasoning

    The 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 claim
  • May combine two claims.

    Study design and conductown data

    The 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 claim
  • May combine two claims.

    Study design and conductreasoning

    The 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 claim
  • Probably not a substantial claim: may not pass S2 (checkable), S4 (based). May combine two claims.

    Interpretationreasoning

    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.

    “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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Interpretationnone given

    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.

    “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 claim
  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing), S4 (based).

    Interpretationnone given

    Theories 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 claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductreasoning

    This 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 claim
  • Probably not a substantial claim: may not pass S2 (checkable).

    Interpretationreasoning

    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.

    “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 claim
  • May combine two claims.

    Premisecitation

    Inadequate 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.

    Interpretationreasoning

    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.

    “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 claim
  • Classified as probably not a substantial claim. May combine two claims.

    Study design and conductnone given

    The 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 claim
  • Probably not a substantial claim: may not pass S2 (checkable).

    Interpretationreasoning

    Combating 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 claim
  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing), S4 (based).

    Interpretationreasoning

    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.

    “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 claim
  • Probably not a substantial claim: may not pass S2 (checkable), S4 (based). May combine two claims.

    Interpretationreasoning

    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.

    “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 claim
  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).

    Interpretationreasoning

    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.

    “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 claim
  • Classified as probably not a substantial claim.

    Study design and conductreasoning

    The 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 claim
  • May combine two claims.

    Interpretationreasoning

    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.

    “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 claim
  • Probably not a substantial claim: may not pass S2 (checkable), S4 (based).

    Interpretationnone given

    By 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 claim
  • Probably not a substantial claim: may not pass S2 (checkable).

    Interpretationreasoning

    The 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 claim
  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).

    Interpretationreasoning

    Community-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 claim
  • May combine two claims.

    Interpretationreasoning

    This 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 claim
  • Probably not a substantial claim: may not pass S2 (checkable), S4 (based).

    Interpretationreasoning

    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.

    “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 claim
  • Probably not a substantial claim: may not pass S2 (checkable). May combine two claims.

    Interpretationreasoning

    The 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 claim
  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing), S4 (based).

    Interpretationnone given

    Community-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 claim
  • Probably not a substantial claim: may not pass S2 (checkable), S4 (based). May combine two claims.

    Interpretationnone given

    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.

    “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 claim
  • Probably not a substantial claim: may not pass S2 (checkable). May combine two claims.

    Interpretationreasoning

    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.

    “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
60 of 60
  • 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.”
4 of 4

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

    Minor

    The 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.

1 of 1

Cites

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)
OpenAlex
W4408741627
Cited by
12
References
47
Citations by year
2026: 11 · 2025: 1
FWCI
6.21
Type
journal article
Language
en
Open access
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

About these checks

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.

Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-21.

Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-21.

Cited sources are checked by gpt-6-sol.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

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