The Reliability, Validity, and Student Perceptions of an Undergraduate Research Program in Health Sciences (BHSc) as a Premedical Program: A Preliminary Study
Bibliographic record
Abstract
The purpose of this study was to investigate the reliability and validity of the admission process for an undergraduate research program in health science and to assess the students’ statement of purpose for entering the program. Admission data (high school marks, supplementary application information, and overall rater score) and first-year GPA were analyzed for the 2003-2004 inaugural class (n=55, mean age 17.9 [SD 1.0] years, 61.8% female and 38.2% male). Although the stated purpose of the program is to educate future health researchers, nearly half (43.6%) indicated that their reason for entering the program was to help them to gain admission to medical school. Final high school grades and overall rater scores were the best indicators for first-year performance (multiple R=.66; 42.9% of the variance).
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 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 | 0.013 | 0.039 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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".