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
AbstractActive involvement in health-related research is a valuable learning experience for students in the health professions. An apprenticeship model of training is one effective and efficient way to develop practitioner-researchers who can skillfully integrate research and clinical practice. Six graduate students in occupational therapy spent one year as research apprentices on the Dementia and Cardiac Symptom Management by Family Caregivers Study. A description of the organization and content of the apprenticeship training is provided.Key Words: Research trainingapprenticeship modelfamily caregivingolder adultsoccupational therapyevidence-based practicequalitative researchresearch methodsgraduate educationgerontological research Additional informationNotes on contributorsMargaret A. PerkinsonJennifer R. Johnson was a graduate student in the School of Occupational Therapy, Texas Woman's University, Houston, TX at the time of this study. She is currently employed as an Occupational Therapist at Touro Infirmary in New Orleans, LADebra Stewart is Lecturer, School of Rehabilitation Science, McMaster University and staff therapist at Erinoak Centre, Missis-sauga, Ontario. She is currently completing a MSc (Design, Measurement and Evaluation) at McMaster University.Ronald L. Mace (deceased, June 29, 1998) was also affiliated with The Center for Universal Design, School of Design, North Carolina University.Lois Rosage and Geraldine Shaw are Occupational Therapist Consultants who provide evaluations for the housing programs at the Philadelphia Corporation for Aging.
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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.001 | 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) | 0.002 | 0.002 |
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