Experiences of Individuals Living with Spinal Cord Injuries (SCI) and Acquired Brain Injuries (ABI) during the COVID-19 Pandemic
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
The COVID-19 pandemic presents unique challenges for people living with acquired neurological conditions. Due to pandemic-related societal restrictions, changes in accessibility to medical care, equipment, and activities of daily living may affect the mental health of individuals with a SCI or ABI. This study aimed to understand the impact of the pandemic on psychological wellbeing, physical health, quality of life, and delivery of care in persons living with SCI and ABI. A secondary objective included exploring the use of virtual services designed to meet these challenges. In a companion study, participants were surveyed using validated scales of psychosocial health, physical health and healthcare access. In this study, 11 individuals gathered from the survey participated in virtual individual semi-structured interviews to provide accounts of lived experiences regarding critical health challenges and eHealth. Two researchers independently coded interviews for themes using a hermeneutic phenomenological approach. Through analysis of interviews, 5 themes were identified regarding COVID-19 and recovery, access to care, virtual healthcare, systemic barriers, and coping. Overall, limited opportunities due to the pandemic led to a need for adaptation and multifaceted outcomes on one’s wellbeing, which provides guidance for future clinical practice.
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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| 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