What Is Missing from “Patient Oriented Research”? A View from Public Health Systems and Services
Bibliographic record
Abstract
Patient-oriented research (POR) aims to increase patient engagement in health research to improve health research and health services. In Canada, the Strategies for Patient-Oriented Research (SPOR) framework provides guidance for conducting POR. We critically review the SPOR framework through the lens of public health systems and services research. The SPOR framework is primarily focused on engaging individual patients in health research without attention to broader structural forces that shape health and participation in healthcare systems. Shifting from patient to public involvement and from patient to community engagement and being explicit about the range of health research that SPOR encompasses would enhance the framework and strengthen the potential of SPOR to improve health systems through health protection, promotion and prevention of disease and injury.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.341 | 0.309 |
| Meta-epidemiology (narrow) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.005 | 0.003 |
| Bibliometrics | 0.007 | 0.006 |
| Science and technology studies | 0.015 | 0.153 |
| Scholarly communication | 0.043 | 0.090 |
| Open science | 0.010 | 0.023 |
| Research integrity | 0.043 | 0.078 |
| Insufficient payload (model declined to judge) | 0.004 | 0.001 |
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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".