Ethical Shades of Gray: International Frequency of Scientific Misconduct and Questionable Research Practices in Health Professions Education
Why is this work in the frame?
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.
Direct model labels (unvalidated)
Per-model category and study-design labels from the labeling rounds. They are machine output, unvalidated, and the disagreement between models ships as data. No study design here is MEDLINE-validated yet.
Full frame distilled prediction
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.
- Candidate categories
- Metaresearch, Science and technology studies, Research integrity
- Consensus categories
- none
- Domain
- Candidate signal: noneConsensus signal: none
- Study design
- Candidate signal: Theoretical or conceptualConsensus signal: Theoretical or conceptual
- Genre
- Candidate signal: EmpiricalConsensus signal: Empirical
- Teacher disagreement score
- 0.289
- Threshold uncertainty score
- 0.999
- Validation status
machine_predicted_unvalidated·codex-gemma-dda1882f352a
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.025 | 0.029 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.004 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.004 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
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.
- Teacher spread
- 0.327 · how far apart the two teachers sit on this one work
- Validation status
score_only:v0-immature-baseline· verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it
Abstract
PURPOSE: To maintain scientific integrity and engender public confidence, research must be conducted responsibly. Whereas deliberate scientific misconduct such as data fabrication is clearly unethical, other behaviors-often referred to as questionable research practices (QRPs)-exploit the ethical shades of gray that color acceptable practice. This study aimed to measure the frequency of self-reported misconduct and QRPs in a diverse, international sample of health professions education (HPE) researchers. METHOD: In 2017, the authors conducted an anonymous, cross-sectional survey study. The web-based survey contained 43 items that asked respondents to rate how often they had engaged in a variety of irresponsible research behaviors. The items were adapted from previously published surveys. RESULTS: In total, 590 HPE researchers took the survey. The mean age was 46 years (SD = 11.6), and the majority of participants were from the United States (26.4%), Europe (23.2%), and Canada (15.3%). The three most frequently reported irresponsible research behaviors were adding authors who did not qualify for authorship (60.6%), citing articles that were not read (49.5%), and selectively citing papers to please editors or reviewers (49.4%). Additionally, respondents reported misrepresenting a participant's words (6.7%), plagiarizing (5.5%), inappropriately modifying results (5.3%), deleting data without disclosure (3.4%), and fabricating data (2.4%). Overall, 533 (90.3%) respondents reported at least one irresponsible behavior. CONCLUSIONS: Notwithstanding the methodological limitations of survey research, these findings indicate that a substantial proportion of HPE researchers report a range of misconduct and QRPs. Consequently, reforms may be needed to improve the conduct of HPE research.
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.
The record
- Venue
- Academic Medicine
- Topic
- Academic integrity and plagiarism
- Field
- Social Sciences
- Canadian institutions
- not available
- Funders
- not available
- Keywords
- Scientific misconductMisconductPsychologyResearch ethicsMedical educationGray (unit)Public relationsMedicineAlternative medicinePolitical sciencePsychiatryLawPathology
- Has abstract in OpenAlex
- yes