Teaching Tip: The Role of Cognitive Task Analysis in Teaching Complex Skills Using Canine Fundoscopy as an Example
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
Canine ophthalmoscopy is a challenging procedural skill to teach due to multiple unsighted components and patient compliance for examinations. Free recall instruction can unintentionally omit steps and lead to incomplete instruction of skills. Teaching via cognitive task analysis (CTA)-developed teaching protocols can better ensure comprehensive construction of complex skills and deconstruction into simpler steps, which can lead to improved task performance by learners. Our preliminary findings suggest that when teaching complex skills in a single instructional session, use of cognitive task analysis alone may not provide substantial learning benefit. Combining cognitive task analysis with other instructional strategies, such as deliberate practice, feedback, and deconstruction to avoid cognitive overload, may lead to improved learning and retention of complex skills.
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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 it