Exploring the experiences of people in Ontario, Canada who have trouble affording medicines: a qualitative concept mapping study
Bibliographic record
Abstract
OBJECTIVES: The experiences of people who report cost-related medicine non-adherence are not well documented. We aimed to present experiences relating to accessing medicines reported by the participants in a randomised controlled trial of free medicine distribution. METHODS: The trial consisted of primary care patients from a large urban family practice and three rural family practices who reported cost-related medicine non-adherence. Participants were randomly allocated to continue their poor access (control) or to receive free and easily accessible medicines (intervention). As part of data collection for the first year of the trial, participants were asked closed and open-ended questions to assess their adherence to medication, health outcomes and their experiences in relation to medicine accessibility. We conducted a qualitative concept mapping study in which we analysed and summarised participants' responses to the open-ended question on a concept map to visually present their experiences relating to accessing medicines. RESULTS: Of the 524 trial participants contacted, 198 (38%) responded to the open-ended question. The concept map contains clusters that represent eight types of experiences of participants related to medicine access including stress, relationship with doctor, health impact, quality of life, sacrificing other essentials, medicines are expensive, financial impact and adherence. These experiences fall under two major themes, experiences relating to personal finances and experiences relating to well-being, which are bridged by a central cluster of adherence. CONCLUSIONS: The experiences shared by the participants demonstrate that access to medicines impacts people's finances and well-being as well as their adherence to prescribed medicines. These results indicate that effects on personal finances and general well-being should be measured for interventions and policy changes aimed at improving medicine access. TRIAL REGISTRATION NUMBER: This article is linked to the Carefully Selected and Easily Accessible at No Charge Medicines (CLEAN Meds) randomised controlled trial (trial registration number: NCT02744963).
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".