Components of Quality of Life for Persons with a Quadriplegic and Paraplegic Spinal Cord Injury
Bibliographic record
Abstract
This investigation determined the themes that represented quality of life for persons with a spinal cord injury. Fifteen people (6 females, 9 males; 7 persons with quadriplegia, 8 with paraplegia) participated in this study, which used naturalistic inquiry methodologies. Results showed that quality of life for this population, regardless of severity of impairment, consisted of nine themes: (a) physical function and independence, (b) accessibility, (c) emotional well-being, (d) stigma, (e) spontaneity, (f) relationships and social function, (g) occupation, (h) finances, and (i) physical well-being. The themes of life quality were similar for quadriplegics and paraplegics; however, physical function and independence and physical well-being affected the quality of life of persons with a quadriplegic injury to a greater extent. These findings may provide health professionals with information necessary to assist in the development of programs to enhance quality of life.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".