Survey of Biology Capstone Courses in American and Canadian Higher Education: Requirement, Content, and Skills.
Bibliographic record
Abstract
Capstone experiences have high educational impact with various approaches available for biology. However, no information exists regarding the pervasiveness of capstone courses in Canadian and American biology programs. This study surveyed the prevalence and character of biology capstone courses in the USA and Canada. The survey included a majority of public institutions offering primarily undergraduate programs. Seventy percent of American biology degree programs required a capstone course vs 27% of Canadian schools. Large and graduate institutions were less likely to require a capstone course. Medium-sized institutions were more likely to deliver their biology capstone course as a seminar, whereas small institutions were more likely to include an undergraduate research experience. Sixty percent provided some review of biology’s conceptual foundations, but most capstone courses devote little time considering the history or philosophy of biology. Most schools included the development of students’ writing, speaking, and thinking as learning objectives. Research skills were significantly less likely to be a learning objective. Although biological capstone courses may intend to integrate students’ biological knowledge, educators also need to consider how that knowledge could be synthesized into students’ entire education.
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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 | 0.003 | 0.001 |
| 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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".