| Course | PAC 799B Addiction Studies Capstone |
|---|---|
| Module | Module 7 |
| Paper type | Limitations and recommendations |
| Length | About 1,062 words, 6 pages |
| Format | APA 7 student paper |
| School | Aspen University |
| Program | Psychology and Addiction Studies |
| Updated | October 2026 |
Free sample paper for PAC 799B Module 7
What the Findings Cannot Say and What Should Happen Next: Limitations and Recommendations
Student Name
Psychology and Addiction Studies Program, Aspen University
PAC 799B: Addiction Studies Capstone
Instructor Name
Month Day, Year
What the Findings Cannot Say and What Should Happen Next: Limitations and Recommendations
Introduction
Avery's evaluation at Pine Hollow, the capstone's fictional Georgia jail, found that the share of eligible people leaving with a naloxone kit rose from 38 to 81 percent after the jail packed kits by default. This section sets out what that finding cannot tell us and what should happen next.
The Main Limitation: No Comparison Jail
Without a comparison jail, the evaluation cannot rule out that something else changed at the same moment as the offer. Lopez Bernal et al. (2017) explain that an interrupted time series controls for trends already under way before an intervention, but not for other events that coincide with it, which they identify as the design's main threat. Two features of the result make such an event less likely as the explanation here. The change was a sudden step of more than 40 points in the first month, matching the switch exactly, and it did not grow or fade afterward. And the release log and field notes recorded no other change at the release desk, in the county's supply or in local publicity during that month. A coincident event large enough to double uptake overnight and hold it for six months would be hard to miss. Still, the finding is strong evidence of an effect, not proof of one.
Other Limitations and Their Effects
| Limitation | Effect on conclusions |
|---|---|
| Six months after the switch | Shows the change held for half a year; cannot show it lasts longer |
| Uptake measured, not use | Shows more people left with kits; cannot show more overdoses were reversed or deaths prevented |
| Ten released people interviewed, recruited through one organization | Themes may miss views of people not in contact with peer services |
| One jail | Results may differ in jails with different release processes or populations |
| Researcher works at the jail | Interpretation may lean toward success; reduced by journal and external review |
Limits on the Qualitative Findings
The interview themes rest on ten released people and two nurses. That is enough for the focused questions asked, and each theme drew on at least five participants, but it is not enough to say how common each view is among everyone released. People in contact with the peer recovery organization may be more engaged with recovery than others leaving the jail, and their reasons for taking or declining a kit may differ. The themes are best read as an account of the kinds of reasons people give, not their frequency.
How Far the Findings Travel
Pine Hollow is a mid-sized county jail with a nurse at the release desk around the clock and a county health department that supplies kits free. Jails without nursing coverage at release, or that must buy kits, would face different conditions. The default mechanism itself is likely to travel, since it rests on general features of human choice, but the size of the effect may depend on how embarrassing the old offer was and how well the handoffs work.
Recommendations for Pine Hollow
| Recommendation | Finding it rests on | Owner | When |
|---|---|---|---|
| Make opt-out kits standard in written policy | Uptake rose from 38 to 81 percent | Jail administrator | Next quarter |
| Keep the eligibility flag, daily court release list and property checklist | Fidelity gaps closed once these were in place | Head nurse and property supervisor | Ongoing |
| Keep a reserve of one month's kits | A three-day shortage interrupted delivery | County health department | Immediately |
| Print a short note on each kit that carrying naloxone is legal | People who still declined feared police | Health department with jail | Next order |
| Offer kits after release through the peer organization to people who decline | One in five still left the kit | Re-entry team and peer organization | Next quarter |
Keeping the Change Going
Proctor et al. (2011) list sustainability, whether a practice is maintained over time, among the outcomes that implementation should measure. Many changes fade once the person who championed them leaves. To prevent this, the head nurse has agreed to report monthly uptake and packing rates to the jail administrator, using the same release log, and the property checklist is now part of the property room's standing instructions. If packing falls below nine in ten eligible releases for two months, the head nurse will review the handoffs with the property supervisor.
Recommendations for Other Jails
Of the five domains in the framework by Damschroder et al. (2009), two matter most for other jails: the inner setting, meaning conditions inside the organization, and process, meaning the steps through which a jail puts the change in place. For other jails, the most important lessons fall in the inner setting and process domains. A jail adopting opt-out kits should map every handoff between booking, property, court liaison and release desk before starting, since every gap at Pine Hollow occurred at a handoff. It should secure a reliable supply from its outer setting, usually the county health department. And it should prepare release staff, since one remark can undermine the offer.
A Note on Equity
The opt-out offer narrowed the gap between night and day releases, which matters because people released at night may be among the most vulnerable: released without notice to family, without transport and often without a place to go. A change that helps most where help was least available is worth noting in its own right. Future monitoring at Pine Hollow should keep reporting uptake by time and type of release, so that any return of the gap is caught early.
Recommendations for Research
Research should address the limitations directly. A study across several jails, some switching to opt-out at different times, would provide the comparison this project lacked. Following kits after release, through brief follow-up calls or peer contacts, would show whether kits are carried and used. Linking release records to overdose outcomes in a larger system would test whether greater uptake reduces deaths after release. And research with people who decline even under opt-out could find ways to reach them.
Conclusion
The main limitation, the lack of a comparison jail, leaves a small chance that something other than the opt-out offer explains the result, though the timing and shape of the change make that unlikely. Other limitations narrow how far the finding reaches. The recommendations follow from the findings, name who will act and plan for the change to last after the project ends.
References
Damschroder, L. J., Aron, D. C., Keith, R. E., Kirsh, S. R., Alexander, J. A., & Lowery, J. C. (2009). Fostering implementation of health services research findings into practice: A consolidated framework for advancing implementation science. Implementation Science, 4, Article 50. https://doi.org/10.1186/1748-5908-4-50
Lopez Bernal, J., Cummins, S., & Gasparrini, A. (2017). Interrupted time series regression for the evaluation of public health interventions: A tutorial. International Journal of Epidemiology, 46(1), 348-355. https://doi.org/10.1093/ije/dyw098
Proctor, E., Silmere, H., Raghavan, R., Hovmand, P., Aarons, G., Bunger, A., Griffey, R., & Hensley, M. (2011). Outcomes for implementation research: Conceptual distinctions, measurement challenges, and research agenda. Administration and Policy in Mental Health and Mental Health Services Research, 38(2), 65-76. https://doi.org/10.1007/s10488-010-0319-7
PAC 799B Module 7 instructions, in plain terms
The seventh module of PAC 799B typically asks for a section on limitations and recommendations. Follow the Module 7 instructions in your Aspen course; the jail here is invented. Name each limitation and explain specifically how it affects the conclusions, not just that it exists. Separate limitations that threaten the main finding from those that limit its reach. Tie each recommendation to a finding. Give recommendations owners and dates where possible. Plan for sustaining the change. Recommend research that addresses your limitations. Cite methods and implementation sources in APA 7, and avoid apologizing for the design you defended. Where a feature of your results makes an alternative explanation less likely, such as the timing of a change, say so with care.
How this PAC 799B Module 7 example is built
The composite section opens with the main limitation, no comparison jail, and draws on the time series guidance of Lopez Bernal and colleagues to explain why a co-occurring event remains the chief threat. A five-row table states each limitation's effect, from small interview numbers to uptake standing in for use. Proctor and colleagues' implementation outcomes frame a plan for sustainability, with monthly reporting by the head nurse. Damschroder and colleagues' Implementation Science framework shapes advice for other jails, such as mapping handoffs between staff groups. A five-row recommendations table names owners and dates. Research recommendations target kit use after release. A paragraph explains why the sudden, lasting step in uptake makes a coincident event an unlikely explanation, without ruling it out.
Reading the PAC 799B Module 7 grading rubric
Limitations sections earn credit for specific, honest limits explained in terms of their effect on conclusions, and recommendations tied to findings with owners and plans. This example separates the limits that threaten the main finding from those that narrow its reach. It explains why the step-shaped change and the size of the effect make some alternative explanations less likely without dismissing them. Recommendations are concrete and assigned. The sustainability plan addresses what happens after the student leaves, which many projects ignore. Research recommendations follow from the limitations rather than from general interest. The section also gives other jails practical advice, mapping handoffs before starting, drawn from what went wrong at Pine Hollow.
PAC 799B Module 7 help from the desk
Limitations sections often list weaknesses without saying what they mean for the findings. For each, explain its likely effect: does it threaten the main conclusion or only how far it applies? Do not undermine your own design with excessive apology; you defended it for reasons. Tie recommendations to specific findings. Name owners and dates. Plan for sustainability. Recommend research that would fix your limitations. Discuss recommendations with the people who would carry them out before you write them; recommendations that partners have already agreed to are far more likely to happen, and readers can tell the difference. Keep the section balanced; a limitations list longer than your findings suggests you do not trust your own work.
Write yours, or have the desk draft it
This paper is an original model document written by our desk, not a submitted student paper and not an official Aspen University document. Read it for the moves, then write your own to the instructions in your classroom. If you want one built to your exact prompt and rubric, the first custom sample is free and arrives in 24 to 48 hours.
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- PAC 799B Module 8: Final Manuscript and Presentation
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PAC 799B Module 7 questions, answered
What does PAC 799B Module 7 usually ask for?
Aspen's PAC 799B covers limitations and recommendations in this module, so explaining the limits of your findings and recommending next steps tied to them is typical. Open your Module 7 prompt.
What is the main weakness of an interrupted time series without a comparison group?
An event occurring at the same time as the change could produce a similar shift; Lopez Bernal and colleagues identify such co-occurring events as the chief threat.
How do you plan for sustainability?
Name who will keep the change going, how it will be monitored and what resources it needs; Proctor and colleagues treat sustainability as an outcome to measure.
Where can I find a free PAC 799B Module 7 sample paper?
The full section is on this page: limitations with their effects on conclusions and recommendations with owners and dates.
Should a limitations section apologize for the design?
No. State limits honestly and explain their effects, but do not undermine a design you chose and defended for good reasons.