Student adaptation to problem-based learning in an entry-level master's physical therapy program
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The purpose of this study was to describe physical therapy students' perceptions of how they were adapting to problem-based learning in an entry-level Master's program. Fifty-one students wrote weekly journal entries about their learning during their first academic unit. Three faculty members independently read and coded the entries and worked together to form categories and themes. Member checking was used to further verify the data interpretation. Tutorial sessions, evaluations, clinical experiences, and accessing resources were the most frequently mentioned learning events. The students were initially overwhelmed by the program demands, but quickly developed strategies to deal with each new challenge. In the process, they gained confidence and, by the end of the unit, acknowledged their significant accomplishments. The themes associated with the adaptation to problem-based learning included the students' need to: establish their own learning structure, learn more efficient and effective means of accessing information, develop ways of coping with stress, and receive confirmation of their learning. Additional themes were: students' awareness of group dynamics, the difficulty and value of giving and receiving feedback, and the value of the educational process to both their learning and to the practice of physical therapy.
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.
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 | 0.005 | 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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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 it