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
Psychosocial issues related to pediatric isolation remain relevant to both clinical practice and research. The early theories of Bowlby and Robertson are central to this discussion for it was predominantly their work that elicited several policy changes aimed at improving psychosocial care in pediatric settings. Recognizing the significant effects of isolating hospitalized children is just as relevant today where serious infectious diseases can lead to separation of family members. An ethnographic, qualitative study examined the experiences and perspectives of children hospitalized because of SARS (severe acute respiratory syndrome), their parents, and pediatric health care providers. The sample included 23 participants: five children, 10 parents, and eight health care providers. Data analyses illuminated a range of perceived experiences for this triadic sample. Themes related to the effects of social isolation on children were predominant. They included emotional upheaval, changes in parental and professional roles, and familial experiences following hospital discharge. Finally, the paper draws on the findings of the present study and other recent work in offering recommendations for effective clinical approaches in the event of future outbreaks.
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 | 0.000 | 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 | 0.001 |
| 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