Abstract
Purpose PAX Good Behaviour Game (PAX-GBG), a school-based mental health promotion approach, has been shown to improve children’s mental health and academic outcomes. Given that these effects have yet to be shown in Indigenous populations, a partnership with First Nations communities was created to evaluate PAX-GBG’s effectiveness among First Nations children living in Canada. Methods In this clustered randomized controlled trial, we used population-based administrative data that allowed de-identified individual-level linkages. Our cohort from 20 First Nations schools was assigned to PAX-GBG (n = 468) or wait-list control (n = 255). We used multi-level regression modeling and propensity score weighting to estimate group differences in mental health and academic outcomes over time (2011–2020). Results PAX-GBG group children had significantly greater decreases in conduct problems, hyperactivity-inattention, and peer problems and a greater increase in prosocial scores than control group children. The percentage of PAX-GBG group children meeting academic expectations was higher than control group children. However, only third-grade numeracy and eighth-grade reading and writing were statistically significant. We found no evidence that PAX-GBG was associated with less emotional problems, diagnosed mental disorders, or greater student engagement or mathematics. Conclusion These findings suggest that PAX-GBG is a promising intervention in improving First Nations children’s mental health and academic outcomes. What remains unclear is whether these findings are generalizable to all First Nations and how adding supports for program implementation would influence these findings.
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ERCT Criteria Breakdown
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Level 1 Criteria
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C
Class-level RCT
- Randomization occurred at the school level, which meets (and exceeds) the class-level RCT requirement.
- "Randomization occurred at the school level."
Relevant Quotes:
1) "Randomization occurred at the school level." (page not provided)
2) "A clustered RCT was conducted in Manitoba, a province in central Canada with a population of 1.4 million in academic year 2011/12 with follow-up data until 2019/2020." (page not provided)
Detailed Analysis:
Criterion C requires that the study be randomized at the class level or stronger (e.g., school level), to reduce contamination across treatment and control groups within the same classroom.
The paper explicitly states that randomization occurred at the school level. School-level randomization is stronger than class-level randomization for the purposes of avoiding within-school contamination and therefore satisfies Criterion C.
Final summary: Criterion C is met because randomization occurred at the school level (stronger than class level).
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E
Exam-based Assessment
- Academic outcomes were based on teacher assessments of meeting expectations, not standardized exam scores.
- "These assessments were conducted by teachers to evaluate student’s strengths and needs in third grade reading and numeracy, seventh grade student engagement and mathematics, and eighth grade reading and writing."
Relevant Quotes:
1) "Academic outcomes were derived from the Department of Education database that included assessments of children’s learning needs early in the school year." (page not provided)
2) "These assessments were conducted by teachers to evaluate student’s strengths and needs in third grade reading and numeracy, seventh grade student engagement and mathematics, and eighth grade reading and writing." (page not provided)
3) "Teachers report whether their students: “met academic expectations”, “approached expectations” or “have not met them”." (page not provided)
Detailed Analysis:
Criterion E requires standardized, exam-based assessments (i.e., widely recognized standardized tests), rather than teacher ratings or teacher-made assessments.
The paper describes the academic outcomes as teacher- conducted assessments and explicitly frames the outcome categories as teacher reports (met / approached / have not met). The paper does not describe these as provincial or national standardized exams.
Final summary: Criterion E is not met because the academic outcomes are teacher assessments rather than standardized exams.
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T
Term Duration
- Outcomes were measured at least through the end of the school year (and beyond), meeting the term-duration requirement.
- "Teachers were asked to administer the Strengths and Difficulties Questionnaire (SDQ) before implementing PAX-GBG and again at the end of the school year."
Relevant Quotes:
1) "Children assigned to schools in the PAX-GBG group received between three to eight months of intervention during their first-grade school year." (page not provided)
2) "Teachers were asked to administer the Strengths and Difficulties Questionnaire (SDQ) before implementing PAX-GBG and again at the end of the school year." (page not provided)
3) "A clustered RCT was conducted in Manitoba, a province in central Canada with a population of 1.4 million in academic year 2011/12 with follow-up data until 2019/2020." (page not provided)
Detailed Analysis:
Criterion T requires that outcomes be measured at least one academic term (about 3 to 4 months) after the intervention begins.
The paper reports that the intervention exposure lasted "between three to eight months" during the Grade 1 school year, and it states that teachers completed SDQ measures before implementation and "again at the end of the school year." This indicates that the main short-term outcome measurement was at least term-length after the start of implementation (and in practice appears to be end-of-year follow-up).
Final summary: Criterion T is met because outcomes were collected at the end of the school year after several months of intervention exposure.
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D
Documented Control Group
- The wait-list control group is clearly described with sample sizes, exposure status, and baseline covariates.
- "Our final sample included 723 students from 20 schools: 468 students from 11 schools that had implemented PAX-GBG and 255 students from 9 schools who were in the wait-list control group."
Relevant Quotes:
1) "Our cohort from 20 First Nations schools was assigned to PAX-GBG (n = 468) or wait-list control (n = 255)." (page not provided)
2) "Our final sample included 723 students from 20 schools: 468 students from 11 schools that had implemented PAX-GBG and 255 students from 9 schools who were in the wait-list control group." (page not provided)
3) "Children from wait-list control schools were not exposed to the intervention." (page not provided)
4) "Table 1 Child and family covariates before PAX-GBG implementation by PAX-GBG and wait-list control groups..." (Table 1; page not provided)
Detailed Analysis:
Criterion D requires that the control group be well documented, including who is in it, the control condition itself, and baseline characteristics.
The paper clearly identifies a wait-list control group, provides sample sizes and numbers of schools in each group, and explicitly states that wait-list control schools were "not exposed to the intervention." Baseline covariates are also reported (Table 1), supporting that the groups are documented and describable.
Final summary: Criterion D is met because the wait-list control group is clearly defined and documented with sample sizes, exposure status, and baseline covariates.
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Level 2 Criteria
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S
School-level RCT
- The unit of randomization was the school, satisfying the school-level RCT requirement.
- "Randomization occurred at the school level."
Relevant Quotes:
1) "Randomization occurred at the school level." (page not provided)
2) "Our cohort from 20 First Nations schools was assigned to PAX-GBG (n = 468) or wait-list control (n = 255)." (page not provided)
Detailed Analysis:
Criterion S requires random assignment at the school level.
The paper explicitly states that randomization occurred at the school level and describes a multi-school sample, which directly meets Criterion S.
Final summary: Criterion S is met because schools were randomized.
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I
Independent Conduct
- The RCT is described as designed and led by the government of Manitoba rather than the intervention developer.
- "The RCT was designed and led by the government of Manitoba to evaluate PAX-GBG’s effectiveness when implemented with first graders in the province [29]."
Relevant Quotes:
1) "The RCT was designed and led by the government of Manitoba to evaluate PAX-GBG’s effectiveness when implemented with first graders in the province [29]." (page not provided)
2) "Finally, the authors are appreciative of the PAXIS Institute for the ingenuity, generosity, and interest in adapting and developing PAX-GBG for the benefit of Indigenous people." (page not provided)
3) "Competing interests The authors declare no competing interests." (page not provided)
Detailed Analysis:
Criterion I requires that the evaluation be conducted independently of the intervention developer/designer, or that the paper credibly documents independence in the conduct of the trial.
The paper states the RCT "was designed and led by the government of Manitoba," which indicates leadership of the RCT by government rather than by the PAX-GBG developer (PAXIS Institute). The acknowledgement of PAXIS Institute is consistent with a developer being recognized but not leading the evaluation. The paper also declares no competing interests.
Final summary: Criterion I is met because the trial is described as government-led rather than developer-led.
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Y
Year Duration
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B
Balanced Control Group
- The added training/materials are integral to delivering PAX-GBG, and classroom delivery occurs during regular school activities rather than adding extra instructional time.
- "Teachers in schools randomized to PAX-GBG attended a 2-day training on PAX-GBG implementation... and were provided the materials to use PAX-GBG in their classrooms."
Relevant Quotes:
1) "Teachers receive a 2-day training on how to implement these strategies in their classrooms." (page not provided)
2) "Teachers in schools randomized to PAX-GBG attended a 2-day training on PAX-GBG implementation between November 2011 and March 2012 and were provided the materials to use PAX-GBG in their classrooms." (page not provided)
3) "Children from wait-list control schools were not exposed to the intervention." (page not provided)
4) "The main strategy, GBG, is played several times a day during regular school activities..." (page not provided)
Detailed Analysis:
Criterion B compares time and resources provided to intervention and control groups. If the intervention adds extra resources, the control should receive comparable educational inputs, unless the extra resources are integral to what is being tested (i.e., the intervention package).
The intervention clearly includes additional resources: teacher training ("2-day training") and provision of materials. The control group is a wait-list group that is "not exposed to the intervention," and the paper does not describe equivalent training/materials for the control.
However, these resources are not described as optional add-ons; they are inherent requirements for implementing PAX-GBG as defined in the paper. In addition, the core classroom component is stated to occur "during regular school activities," which indicates the intervention is not simply adding extra student instructional time on top of usual schooling.
Under the updated Criterion B guidance, the imbalance in training/materials does not automatically fail the criterion when those inputs are integral to the treatment package being evaluated against business-as-usual.
Final summary: Criterion B is met because the additional resources (training/materials) are integral to the PAX-GBG package, and delivery occurs during regular school activities.
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Level 3 Criteria
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R
Reproduced
- No independent peer-reviewed replication of this specific Manitoba First Nations administrative-data clustered RCT was found.
- "Given that these effects have yet to be shown in Indigenous populations..."
Relevant Quotes:
1) "Given that these effects have yet to be shown in Indigenous populations, a partnership with First Nations communities was created to evaluate PAX-GBG’s effectiveness among First Nations children living in Canada." (page not provided)
2) "This current study is part of a larger research program that investigated the acceptability, usefulness and effectiveness of PAX-GBG among First Nations children..." (page not provided)
Detailed Analysis:
Criterion R requires independent replication of this study by a different research team in a different context in a peer-reviewed journal.
The paper frames this evaluation as filling a gap for Indigenous populations ("have yet to be shown in Indigenous populations"), which suggests this specific population-context study is novel rather than previously replicated.
Internet searching for reproductions/replications of this specific study (same Manitoba First Nations cohort / administrative-data clustered RCT context) did not identify any independent peer-reviewed replication paper. While there are many PAX-GBG / GBG trials in other settings, those are not replications of this specific study.
Final summary: Criterion R is not met because no independent replication of this specific study was found.
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A
All-subject Exams
- Criterion E is not met, so All-subject Exams cannot be met; additionally, outcomes are not standardized exams across all core subjects.
- "These assessments were conducted by teachers..."
Relevant Quotes:
1) "These assessments were conducted by teachers to evaluate student’s strengths and needs in third grade reading and numeracy, seventh grade student engagement and mathematics, and eighth grade reading and writing." (page not provided)
2) "Teachers report whether their students: “met academic expectations”, “approached expectations” or “have not met them”." (page not provided)
Detailed Analysis:
Criterion A requires standardized, exam-based assessment across all main subjects and is explicitly not met if Criterion E is not met.
Here, Criterion E is not met because academic outcomes are teacher assessments rather than standardized exams. Therefore, Criterion A cannot be met. Independently, the outcomes listed are not a full set of standardized exams across all core subjects.
Final summary: Criterion A is not met because Criterion E is not met and the study does not use standardized exams across all core subjects.
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G
Graduation Tracking
- The paper reports follow-up through Grade 9 rather than tracking the cohort through graduation, and no later cohort-follow-up paper to graduation was found online.
- "Children in both groups were then followed from first grade to ninth grade (September 2011 – March 2020)..."
Relevant Quotes:
1) "Children in both groups were then followed from first grade to ninth grade (September 2011 – March 2020) to determine shorter-term mental and behavioural (SDQ) outcomes and longer-term diagnosed mental disorders and academic outcomes." (page not provided)
2) "Children were followed for an eight-year period (July 1, 2012 – March 31, 2020)..." (page not provided)
Detailed Analysis:
Criterion G requires tracking participants until graduation. (Per ERCT rules, Criterion G cannot be met if Criterion Y is not met; here Y is met, so graduation tracking is evaluated normally.)
The paper documents follow-up through ninth grade and to March 2020, including an "eight-year period" for some outcomes. This is long-term follow-up, but it is not described as tracking participants through high-school graduation (or another explicitly defined graduation endpoint).
Additional internet searching for subsequent peer- reviewed follow-up publications by the same author team tracking this specific Manitoba First Nations RCT cohort to graduation did not identify a paper that reports graduation outcomes for this cohort.
Final summary: Criterion G is not met because follow-up ends at Grade 9 / March 2020 and graduation tracking was not found.
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P
Pre-Registered
- No pre-registration registry entry (ID and prospective registration date) for this trial was found or reported.
Relevant Quotes:
1) (No statement in the paper text provided mentions a trial registry ID, a pre-registration link, or a registration date.) (page not provided)
Detailed Analysis:
Criterion P requires that the study protocol be pre-registered before data collection begins, with a verifiable registry entry (and date) demonstrating prospective registration.
The paper provides ethics and data governance approvals, but it does not report any trial registration number or pre-registration link/date. Internet searching identified that other Good Behaviour Game trials in other countries have been registered (e.g., UK GBG trials in ISRCTN), but no registry record specific to this Manitoba clustered RCT (academic year 2011/12) was found.
Final summary: Criterion P is not met because no prospective pre-registration evidence (registry ID and date) is reported or found for this trial.
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