Undergraduate college students' upper extremity symptoms and functional limitations related to computer use: A replication study
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
PURPOSE: To replicate Hupert et al.'s [5] evaluation of computer-related upper extremity musculoskeletal symptoms, functional limitations, academic performance impact, medication use and health services utilization among a college student population. SUBJECTS AND METHODS: A cross-sectional survey of undergraduate students living in a single residential dormitory at a private southwestern university who agreed to participate completed the College Computing & Health Survey in the Spring of 2001. RESULTS: Of the 127 dormitory residents, 116 students participated and 54% reported experiencing symptoms associated with computer usage. Sixty-two percent of students surveyed experienced functional limitations. More women than men reported symptoms, functional limitations and neck and shoulder pain; those with functional limitations reported higher use of medications than other participants. CONCLUSION: These findings, which match the general findings of the previous research study conducted with the same instrument but in a different college student population, suggest a high level of computer-use-related musculoskeletal symptoms among college students. Universities may want to consider providing ergonomic training designed for college students to: conduct workstation assessments; identify computer related problems (risk factors); and, propose ergonomic solutions.
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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 | 0.000 | 0.000 |
| 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 | 0.000 |
| 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 it