Careers Opportunities for Exercise Science/Kinesiology Graduates
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
Exercise Science / Kinesiology is the study of physiological and functional adaptations to movement. Career opportunities for individuals who graduate with degrees in Exercise Science / Kinesiology are numerous. Some of the most common examples are: Personal Trainer, Strength and Conditioning Coach, Exercise Physiologist, Employee Fitness Director, Cardiopulmonary Rehabilitation Specialist, Biomechanist / Ergonomist, Athletic Trainer, Community College Professor, University Professor / Researcher, Municipal, Provincial & Federal Health Promotion Administrator, Pharmaceutical Drug Trial Manager and Research Co-ordinator for Chronic Disease Granting Agencies. Some common related careers requiring additional training are: Dietician / Sports Nutritionist, Physiotherapist / Physical Therapist, Medical Doctor, Chiropractor, Respiratory Therapist, Massage Therapist and Nurse / Nurse Practitioner.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.011 | 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) | 0.001 | 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