Integrated Education Models for Addressing Substance Use Among Schoolchildren: A Scoping Review of School-Based Educational Interventions
Highlights
- Substance use among school-going children remains a significant global public health concern, with an estimated 37 million adolescents aged 13–15 years using tobacco and over 50% of 15-year-olds reporting alcohol use worldwide.
- Early substance uses increases risk of substance use disorders, unsafe sexual behaviour, and drug-related injury, posing serious physical and mental health risks.
- This scoping review synthesises evidence from 43 studies and 33 distinct intervention models, addressing a gap in the literature by thoroughly mapping the design features that make school-based substance use prevention effective.
- The findings show that interventions grounded in explicit theory and involving multiple stakeholders (parents, community, and experts) produce more consistent and sustained reduction in substance use.
- Practitioners and policymakers should design interventions combining theoretical grounding, multi-stakeholder involvement, and dosage calibrated to children’s developmental stage, rather than relying on content volume alone.
- No corrective intervention model currently exists for schoolchildren already using substances. Researchers and policymakers should prioritise developing non-stigmatising, therapeutic school-based alternatives to punitive responses.
Abstract
1. Introduction
Research Questions
- Do explicit theoretical underpinned intervention models of substance use produce better and more sustained outcomes than atheorised interventions?
- What is the impact of specific stakeholder combinations in school-based substance use interventions on behavioural outcomes?
- Which specific psychosocial skill sets most strongly predict reduced substance use initiation?
2. Material and Methods
2.1. Search Strategy
2.2. Eligibility Criteria
2.3. Data Charting
2.4. Data Items
3. Results
3.1. Overview of Intervention Models
3.2. Synthesis of Findings
3.2.1. Theoretical Grounding and Outcomes
| Study ID | Name of Intervention | Country | Underlying Theories | Approach | Participants | Composition of Intervention | Skills Targeted |
|---|---|---|---|---|---|---|---|
| [77] | Across Ages’ | U.S.A. | NS 1 | P&P 2 | School administration, students, parents, community, seniors | Senior-mentoring; community service; youth development curriculum; parent workshop | Self-esteem; coping; substance knowledge |
| [74] | ALF (Allgemeine Lebenskompetenzen und Fertigkeiten) | Germany | NS 1 | P&P 2 | School administration, students | 12 teacher-led sessions (8 life skills + 4 substance-focused) | Communication; coping; critical thinking |
| [78] | All Stars | U.S.A. | NS 1 | P&P 2 | School administration, students, peers, parents | 13 classroom sessions + peer-leader small groups; Symbolic rewards | Social binding; norm-setting; commitment |
| [80] | CAP (CLIMATE & Preventure) | Australia | NS 1 | P&P 2 | School administration, students, experts |
| Social–interpersonal, cognitive, and autonomy/emotion-management life skills; bonding; inclusion |
| [90,91] | CATCH My Breath | U.S.A. | Social Cognitive Theory | P&P 2 | School administration, students, experts | 4 classroom sessions; peer-led (small groups) activities | Refusal, resilience, critical thinking |
| [95] | Click City | U.S.A. | Theory of Planned Behaviour | P&P 2 | School administration, students | 4 interactive classroom modules (25 min); peer-leader facilitation; posters; PE companion activities | E-cigarette knowledge; refusal; identification of social/environmental influences |
| [79] | CLIMATE Schools | Australia | NS 1 | P&P 2 | School administration, students, parents | Classroom lessons including 15–20 min computer-based lesson & class activities | Cannabis/alcohol-related knowledge, harm minimization information, personality-specific coping strategies |
| [82] | Coping Power Program | U.S.A. | Social Cognitive; Social Learning; & Developmental Theory | P&P 2 | School administration, students, parents, experts | 33 boys’ group sessions + 16 parent sessions (15 months) | Social–cognitive processes; social problem-solving; pressure handling; parenting skills |
| [81] | Creciendo Juntos | Mexico | Health Promotion Theory; Sociology of Modernity, Positive Youth Development | P&P 2 | School administration, students, parents, counsellors | 400+ activity compendium + tailored group-based activities; monthly meeting; observational visits | Bonding, communication, conflict resolution, critical thinking, decision-making, competence development |
| [75] | D.A.R.E. | U.S.A. | NS 1 | P&P 2 | School administration, students, experts | Sessions (1 hr/week) by uniformed police officers Activities: Role play, homework assignment. | Pressure resistance, decision-making, self-esteem, critical thinking |
| [72] | D.A.R.E.’s EkiR | U.S.A. | Social Emotional Learning Theory | P&P 2 | School administration, students, peers, experts | 10 D.A.R.E. officer-led lessons; 5 videos; comic book | Decision-making; self-management; relationship and communication skills |
| [83] | DEVS (Drug Education in Victorian Schools Program) | Australia | Social Learning; Post-Structural Subjectivity; & Cognitive dissonance Theory | P&P 2 | School administration, students, parents | 18 lessons over 2 years; teacher training; workbooks | Drug knowledge; communication; critical disposition |
| [85] | DST (Drug Story Theatre) | U.S.A. | Strategic Prevention Framework (SPF) | P&P 2 | School administration, students, peers | Live theatre performance + talk-back sessions | For students: Risk perception and prevention awareness For performers: Recovery and personal development skills |
| [86] | Fresh Start | Netherlands | Health Belief Model; Theory of Planned Behaviour; Transtheoretical Model; Social-Cognitive Theory. | P&P 2 | School administration, students, parents | 4 weekly lessons; peer pressure video; parents’ conference | Attitude towards smoking, alcohol use and cannabis use |
| [93] | HeadOn (Computer-based intervention) | U.S.A. | NS 1 | P&P 2 | School administration, students | Computer-based module [10]; “Skill Challenge” card games | Drug refusal & resistance; social skills; self-management skills |
| [89] | Healthy School & Drugs Project | Netherlands | Theory of Planned Behaviour; Social-Cognitive Theory. | P&P 2 | School administration, students | Educational lessons over 3 years; school regulations on drug use; parental involvement; early detection & support system | Refusal skills; decision-making skills; self-esteem development |
| [108] | Ho’ouna Pono | U.S.A. | Social Influence Model | P&P 2 | School administration, students, community members | Nine video-based lessons; interactive activities | Resistance & refusal |
| [67] | kiR REAL Group Model | U.S.A. | NS 1 | P&P 2 | School administration, students, peers, experts | 10 classroom lessons; 5 videos; mutual-aid group component | Resistance; critical thinking |
| [73] | kiR 3 | U.S.A. | NS 1 | P&P 2 | School administration, students | 10 classroom lessons; 5 videos; booster activities; media campaign | Decision-making; resistance; risk assessment |
| [68] | kiR 3 (acculturation version) | U.S.A. | NS 1 | P&P 2 | School administration, students | 10 classroom lessons; 5 videos; Latino/non-Latino/multicultural versions | Acculturation-linked; refusal confidence |
| [69] | kiR 3 (kiR-plus & kiR-AE) | U.S.A. | Communication Competence Theory | P&P 2 | School administration, students | 10 classroom lessons + 2 new lessons added in each version (kiR-Plus & kiR AE 4) | Resistance; anti-drug expectancies; refusal self-efficacy |
| [70] | kiR 3 (Entertainment–Education Videos | U.S.A. | Social Cognitive Theory; Narrative Engagement Theory | P&P 2 | School administration, students | “urban” & “rural” video versions of original kiR | Drug offers resistance; refusal self-efficacy |
| [71] | kiR MREAL (Mantente REAL) | Mexico | Ecological Risk and Resiliency Theory; Communication Competence Theory; Narrative Theory. | P&P 2 | School administration, students | 2-day teacher training; 12 weekly lessons | Drug resistance; non-permissive substance use norms and attitudes |
| [92] | OurFutures Vaping | Australia | NS 1 | P&P 2 | School administration, students, experts | Web-based cartoon lessons; quizzes, class discussion or role plays | Refusal, decision-making, social competence, critical thinking |
| [96,97] | Project ALERT | U.S.A. | NS 1 | P&P 2 | School administration, students, experts | 10 classroom sessions; class discussions; small group activities, role-playing exercises. | Drug identification; resistance |
| [98] | Project SUCCESS | U.S.A. | Theory of Reasoned Action, Social Learning Theory, Cognitive Behaviour Theory | P&P 2 | School administration, students. | 11 classroom lessons (6th grade) + 3 booster lessons (7th grade) | Resistance, self-efficacy, refusal |
| [99] | Project Northland Chicago (PNC) | U.S.A. | Theory of Triadic Influence; Perry’s planning model for adolescent health promotion | P&P 2 | School administration, students, parents, community | 6–10 peer-led classroom sessions per year; 4 home-based sessions per year Planned community service projects | Resistance, Self-efficacy, parenting |
| [87] | PULSAR | U.S.A. | NS 1 | P&P 2 | School administration, students, peers, experts | “At-risk” student identification; two-day retreat; post-retreat interviews | Communication and interpersonal; leadership and social competence; problem-solving skills; resistance and refusal skills; conflict resolution skills |
| [109] | R+ (Rehearsal Plus) | U.S.A. | NS 1 | P&P 2 | School administration, students, experts | Drug knowledge + assertiveness + behavioural + rehearsal Components | Assertiveness; decision-making |
| [105] | RHC (Raising Healthy Children) | U.S.A. | Social Development Model | P&P 2 | School administration, students, parents | Teacher + child + parents training | Social, emotional & cognitive |
| [107] | RRR (Refuse, Remove, Reasons) | NS 1 | Social Learning Theory; Mutual Aid Model | P&P 2 | School administration, students, peers, experts | 5-week curriculum; videos; homework | Risk perceptions |
| [84] | SHAHRP (School Health & Alcohol Harm Reduction Project) | Australia | Harm Reduction Theory | P&P 2 | School administration, students, experts | Phase 1: Eight activity-based lessons Phase 2: Five booster lessons Includes student workbooks and videos | High-risk identification, alcohol-related management and planning |
| [104] | S.S.D.P. (Seattle Social Development Project) | U.S.A. | Social Control Theory; Social Development Model | P&P 2 | School administration, students, peers, parents | Teacher + child + parents training | Social/family bonding; refusal skills |
| [103] | SAFEChildren | U.S.A. | NS 1 | P&P 2 | School administration, students | 16-session tutoring; parent workshops; booster family sessions | Reading; interaction; parental |
| [88] | SUPEP (Substance Use Prevention Education Program) | Nigeria | HBM (Health Belief Model) | P&P 2 | School administration, students | Teacher-delivered 12 weekly sessions + Q&A | Self-control and self-efficacy; drug resistance and resilience |
| [100,101,102] | TND (Project Towards No Drug Abuse) | U.S.A. | NS 1 | Preventive | School administration, students, experts | 12-session classroom curriculum; MI booster sessions (in-person/telephone) | Decision-making; motivation and behaviour change. |
| [94] | TGFD (Too Good for Drugs) | U.S.A. | Social Development Model; Social Learning; Social and Emotional Learning | P&P 2 | School administration, students, parents, experts | 10 weekly sessions; workbooks; homework | Goal setting; decision-making; interaction & bonding; self-management skills; drug resistance skills |
| [76] | TCYL (Take Charge of Your Life) | U.S.A. | Constructive Learning Theory | Preventive | School administration, students, experts | Lessons on substances and skills (specific for 7th and 9th grade level) | Communication, decision-making, assertiveness, refusal |
| [106] | EU-Dap “Unplugged” | 7-EU Nations | Comprehensive Social Influence Model | Preventive | School administration, students. | 12 classroom sessions | Resistance, peer pressure management, alcohol knowledge, decision-making |
3.2.2. Multi-Stakeholder Involvement and Intervention Effectiveness
3.2.3. Cultural Adaptation as a Moderating Factor
| Study ID | Name of Intervention | Covered Substances | Study Design | Population | Significant Outcome | ||||
|---|---|---|---|---|---|---|---|---|---|
| Method | N | Design | Duration | Age | Grade | ||||
| [77] | Across Ages’ | ATOD 5 | Mixed Method | 729 (Pretest); 562 (Post-test) | Pretest–post-test control group design | 3 years | NR 2 | 6th |
|
| [74] | ALF (Allgemeine Lebenskompetenzen und Fertigkeiten) | Alcohol & Tobacco | Quantitative | 256 IG 3 192 CG 4 | Quasi-experimental prevention study | 1 year | 10–11 | 5th |
|
| [78] | All Stars | ATOD 5 | Mixed Method | Enrolled—102; Completed—96 | Quasi-experimental study | 4–5 months | NR 2 | 7th |
|
| [80] | CAP (CLIMATE & Preventure) | Cannabis, Alcohol | Quantitative | 1712 | 4-arm cluster RCT 1 | 3 years | 13–14 | 8th |
|
| [90] | CATCH My Breath | Vaping | Quantitative | Enrolled—74 Follow-up—69 | Cross-sectional Study | 5 months | NR 2 | 6th–8th |
|
| [91] | CATCH My Breath | Vaping, cigarette | Quantitative | 12 schools 6 IG 3 6 CG 4 | Quasi-experimental | 16 months | NR 2 | 6th–7th |
|
| [95] | Click City: Tobacco | E-cigarette, Cigarette | Quantitative | 2673 (1327 IG 3 1346 CG 4) | Cluster RCT 1 | 1 week | NR 2 | 5th |
|
| [79] | CLIMATE Schools | Alcohol | Mixed Method | 764 397 IG 3 367 CG 4 | Cluster RCT 1 | 6 months | 13–14 | 8th |
|
| [82] | Coping Power Program | ATOD 5 | Quantitative | 60 (Children Group); 60 (Child & Parent Group) 63 (CG 4) | Pre–Post Comparison Group Design | 2 years | NR 2 | 4th–7th (Boys) |
|
| [81] | Creciendo Juntos | Alcohol, Tobacco, Marijuana | Mixed Method | 285 | Mixed-methods trend study with epidemiological comparison data | 4 years | NR 2 | 9th–10th |
|
| [75] | D.A.R.E. | Alcohol, Tobacco, Marijuana | Quantitative | 2071 | RCT 1 | 5 years | 11–16 | 6th–10th |
|
| [72] | D.A.R.E.’s EkiR | Cigarette | Quantitative | 359 IG 3 584 CG 4 | Quasi-experimental pretest–post-test matched group design | NR 2 | NR 2 | 6th |
|
| [83] | DEVS (Drug Education in Victorian School Program) | ATOD 5 | Quantitative | 1161 IG 3 585 CG 4 | Cluster RCT 1 | 2 years | 13–16 | 8th–10th |
|
| [85] | DST (Drug Story Theatre) | ATOD 5 | Mixed Method | 871 | Pre–post survey design & focus interviews | 2 years | NR 2 | 6th–11th |
|
| [86] | Fresh Start | Alcohol, Cigarette, Cannabis | Quantitative | 478 IG 3 548 CG 4 | Cluster RCT 1 | 10 months | 12–13 | NR 2 |
|
| [93] | HeadOn (Computer-based intervention) | ATOD 5 | Quantitative | 113 (HeadOn group); 159 (Life-skill group) | School-based controlled trial | 1 year | 12–13 | 7th |
|
| [89] | Healthy School & Drugs Project | Alcohol, Tobacco, Marijuana | Quantitative | 1156 students—IG 3 774 students—CG 4 | Quasi-experimental design | 3 years | 12–18 | NR 2 |
|
| [108] | Ho’ouna Pono | ATOD | Quantitative | 486 | Dynamic wait-listed control group design | 2 years | 11–14 | 6th–8th |
|
| [67] | kiR REAL Group Model | ATOD 5 | Quantitative | Total sample—421; 115 IG 3; 306 CG 4 | Longitudinal randomised control trial | 6–7 months | 10–11 | 5th |
|
| [73] | kiR 3 | Alcohol, Cigarette, Marijuana | Quantitative | 4622 | RCT 1 | 2 years | NR 2 | 7th |
|
| [68] | kiR 3 (acculturation version) | Alcohol, Cigarette, Marijuana | Quantitative | 2146 | Pretest–post-test experimental design | 14 months | NR 2 | 7th–8th |
|
| [69] | kiR 3 (kiR-plus & kiR-AE) | Alcohol, Cigarette, Marijuana | Quantitative | 1984 | RCT 1 | 4 years | NR 2 | 5th–8th |
|
| [70] | kiR 3 (Entertainment–Education Videos | Alcohol | Quantitative | 1464 (501—urban students; 963—rural students) | RCT 1 | 1 year | 13–14 | 7th |
|
| [71] | kiR MREAL (Mantente REAL) | ATOD 5 | Quantitative | 1418 | Cluster RCT 1 | 7 months | NR 2 | 7th |
|
| [92] | OurFutures Vaping | Vaping | Quantitative | 2449 IG 3 2708 CG 4 Follow-up—4956 | Cluster RCT 1 | 12 months | 12–14 | 7th–8th |
|
| [97] | Project ALERT | Alcohol, Cigarette, Marijuana | Quantitative | 5782 (participated initially); 4940 (completed all three waves) | RCT 1 | 2 years | NR 2 | 6th–8th |
|
| [96] | Project ALERT | Alcohol, cigarette, Marijuana | Quantitative | 4276 2553 IG 3 1723 CG 4 | Cluster RCT 1 | 18 months | NR 2 | 7th–8th |
|
| [98] | Project SUCCESS | ATOD | Quantitative | 2249 | Cluster RCT 1 | 2 years | 14–18 | 9th 12th |
|
| [99] | Project Northland Chicago (PNC) | ATOD | Quantitative | 4259 | Group RCT 1 | 3 years | 11–14 | 6th–8th |
|
| [87] | PULSAR 6 | Drugs & Alcohol | Qualitative | 05 | Experiential study design | 6 weeks | NR 2 | 7th |
|
| [109] | R+ (Rehearsal Plus) | Alcohol, Tobacco, Marijuana | Mixed Method | 14 students—R+ 12 students—general information 8 students—CG 4 | Pretest–post-test control group | 8 weeks | 8–10 | 3rd |
|
| [105] | RHC (Raising Healthy Children) | ATOD 5 | Quantitative | 156 (full intervention); 141 (parent training only); 220 (CG 4) | Non-randomised controlled trial | 33 years | 6–39 | From 1st |
|
| [107] | RRR (Refuse, Remove, Reasons) | ATOD 5 | Quantitative | 678 IG 3; 674 CG 4 | Quasi-experimental design | 3 Months | 15 | NR 2 |
|
| [84] | SHAHRP (School Health & Alcohol Harm Reduction Project) | Alcohol | Quantitative | 2300 | Quasi-experimental | 32 months | 12–17 | NR 2 |
|
| [104] | S.S.D.P. (Seattle Social Development Project) | Alcohol, Tobacco, Marijuana | Quantitative | 177 (initially) −102 CG 4; 75 IG 3 106 (completed) −62 CG 4; 44 IG 3 | Self-report survey and longitudinal study | 6 years | NR 2 | 1st–6th |
|
| [103] | SAFEChildren | Alcohol, Tobacco, Marijuana | Mixed Method | 424 (consenting families); 375 (completed) | RCT 1 | 13 years | 5–18 | K.G.-12th |
|
| [88] | SUPEP (Substance Use Prevention Education Program) | ATOD 5 | Quantitative | 200 (initially) 126 (completed): 75 (IG 3) & 51 (CG 4) | Quasi-experimental pre-post test design | 5 months | 14–20 | NR 2 |
|
| [100] | TND (Project Towards No Drug Abuse) | ATOD 5 | Quantitative | 1074 | Randomised treatment-control design | 1 year | 14–19 | 9th–12th |
|
| [101] | TND (Project Towards No Drug Abuse) | ATOD 5 | Quantitative | 1186 | RCT 1 | 1 year | 14–18 | 9th–12th |
|
| [102] | TND (Project Towards No Drug Abuse) | ATOD 5 | Quantitative | 1867 | RCT 1 | 5 years | 14–19 | 9th–12th |
|
| [94] | TGFD (Too Good for Drugs) | ATOD 5 | Quantitative | Pre-survey stage (10,762) | Stratified randomised treatment-control design | 6 months | 11–14 | K-12th |
|
| [76] | TCYL (Take Charge of Your Life) | Alcohol, Tobacco, Marijuana | Quantitative | 17,320 (baseline); 10,434 (11th-grade completers) | Cluster RCT 1 | 5 years | NR 2 | 7th–11th |
|
| [106] | EU-Dap “Unplugged” | ATOD 5 | Quantitative | 5541 | Cluster RCT 1 | 18 months | 12–14 | 7th 8th |
|
3.2.4. Dosage, Duration and Developmental Targeting
3.2.5. Null, Partial and Iatrogenic Findings
3.3. Key Outcome
3.4. Critical Appraisal of Included Studies
4. Discussion
5. Conclusions
6. Limitations
- This review includes literature published only in the English language, thereby excluding models which could be analysed in any other language.
- The majority of the relevant intervention models were applied from the US (30 of 43). This substantially limits the generalizability of findings to non-Western countries. Future reviews will be conducted as soon as relevant interventions are studied in low- and middle-income countries like Sub-Saharan Africa and Southeast Asia.
- The review must be interpreted cautiously as the heterogeneity in the study design and the iatrogenic and null findings in some models complicate direct comparisons of the models.
- This review’s protocol was not formally pre-registered; readers may wish to bear this in mind alongside the review’s other transparency measures.
- The search drew on two databases, SCOPUS and Web of Science; readers should note that the evidence base reflects this scope, alongside the English-language restriction already noted, rather than a broader multi-database or grey-literature search.
- Formal inter-rater reliability (κ = 0.75) is reported for title/abstract screening; full-text screening and data charting were carried out jointly by the review team, and readers may wish to keep this collaborative process in mind when weighing these stages of the review.
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
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| Criteria | Determinants |
|---|---|
| (P) Population | School-Going Children |
| (C) Concept | Intervention models for substance use: Preventive, protective, and corrective |
| (C) Context | Curriculum (English only) across the world, including school administration, parents, community and peer groups. |
| Database | Search String | Limit | No. of Records |
|---|---|---|---|
| SCOPUS | (“Drug use” OR “Substance use” OR “Drug abuse” OR “Substance abuse” OR “Alcohol” OR “Vaping” OR “e-cigarette” OR “Cigarette”) AND (“Children” OR “School-going” OR “Adolescent” OR “Youth” OR “Students” OR “Young”) AND (“Education” OR “Prevention” OR “Protection” OR “Rehabilitation” OR “Counselling” OR “Integrated” OR “Corrective” OR “Evaluation”) AND (“Model” OR “Strategy” OR “Approach” OR “Intervention” OR “Framework” OR “Project” OR “RCT”) | English Only Journal Articles Published | 19,261 |
| Web of Science | (“Drug use” OR “Substance use” OR “Drug abuse” OR “Substance abuse” OR “Alcohol” OR “Vaping” OR “e-cigarette” OR “Cigarette”) AND (“Children” OR “School-going” OR “Adolescent” OR “Youth” OR “Students” OR “Young”) AND (“Education” OR “Prevention” OR “Protection” OR “Rehabilitation” OR “Counselling” OR “Integrated” OR “Corrective” OR “Evaluation”) AND (“Model” OR “Strategy” OR “Approach” OR “Intervention” OR “Framework” OR “Project” OR “RCT”) | English Only Journal Articles Published | 574 |
| Total | 19,835 |
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© 2026 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license.
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Bajpai Tewari, D.; Gautam, U.; Jaiswal, V.; Pooja; Mishra, A.; Das, P. Integrated Education Models for Addressing Substance Use Among Schoolchildren: A Scoping Review of School-Based Educational Interventions. Int. J. Environ. Res. Public Health 2026, 23, 1073. https://doi.org/10.3390/ijerph23081073
Bajpai Tewari D, Gautam U, Jaiswal V, Pooja, Mishra A, Das P. Integrated Education Models for Addressing Substance Use Among Schoolchildren: A Scoping Review of School-Based Educational Interventions. International Journal of Environmental Research and Public Health. 2026; 23(8):1073. https://doi.org/10.3390/ijerph23081073
Chicago/Turabian StyleBajpai Tewari, Deeksha, Upma Gautam, Vaishnavi Jaiswal, Pooja, Ankita Mishra, and Priya Das. 2026. "Integrated Education Models for Addressing Substance Use Among Schoolchildren: A Scoping Review of School-Based Educational Interventions" International Journal of Environmental Research and Public Health 23, no. 8: 1073. https://doi.org/10.3390/ijerph23081073
APA StyleBajpai Tewari, D., Gautam, U., Jaiswal, V., Pooja, Mishra, A., & Das, P. (2026). Integrated Education Models for Addressing Substance Use Among Schoolchildren: A Scoping Review of School-Based Educational Interventions. International Journal of Environmental Research and Public Health, 23(8), 1073. https://doi.org/10.3390/ijerph23081073

