Babycare Assistance Needs of Parents With Physical Disabilities: An Observational Study
Bibliographic record
Abstract
The assistance needs of parents with physical disabilities have been widely underexamined. This qualitative observational study described the assistance needs of parents with physical disabilities during the performance of in-home babycare activities. Thirty-one parents were assessed by trained occupational therapists using the Activities of Daily Living (ADL) Profile adapted for use with parents, an ecological performance-based assessment that considers executive functioning. Descriptive statistics of participants' demographics and parents' independence scores in babycare activities were calculated, and a qualitative content analysis of parents' assistance needs was performed using video recordings. At least one-fourth of parents experienced difficulties in all babycare activities, either affecting activity performance or requiring verbal or physical assistance. Assistance needs were also observed in all activity-related operations of the ADL Profile. It is necessary to develop specialized clinical services to address assistance needs and promote safe and easy parenting in parents with physical disabilities.
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How this classification was reachedexpand
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 | 0.004 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| 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 teacher head, 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".