Development and Evaluation of a Post–Hip Fracture Instructional Workshop for Caregivers
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
BACKGROUND AND PURPOSE: A hip fracture is an unexpected traumatic event. Caregivers of patients with an acute hip fracture have only short time to learn the new skills of postoperative care and handling of the patient. This sudden responsibility changes the life of the caregivers who perceive a higher level of preoccupation about the care of their family member/friend. The objective of this study was to develop and test feasibility for a post-hip fracture inpatient instructional workshop for caregivers of older adults with hip fracture and to establish their knowledge of hip fracture recovery and perceptions of the utility and satisfaction with the workshop. METHODS: This 2-part study was conducted at the University Hospital of Granada, Spain, from September 2016 to April 2017. We invited caregivers of patients (60 years of age or older) hospitalized for a surgically treated fall-related hip fracture to attend an informational and skill development hospital-based workshop (60-90 minutes in duration) on postdischarge management strategies. Following the workshop, we invited caregivers to complete a questionnaire to obtain their knowledge about care after hip fracture and their perceived concerns. Furthermore, we requested that they provide feedback on workshop utility and satisfaction (0-10 points) and suggestions for improving the workshop. RESULTS AND DISCUSSION: We delivered 42 workshops over an 8 month period. One hundred three caregivers attended the sessions and enrolled in the study, mean (SD) age: 52.1 (12.8) years. Sixty-nine percent of the caregivers were women. Caregivers' main concern was apprehension for delivering physical care to their family member/friend (75%), followed by lack of time (42%). Caregivers who were employed were 3.16 times as likely to be concerned about time availability to provide care for their family member/friend. The median (Q1, Q3) of both workshop utility and satisfaction was 10 (10, 10), minimum-maximum: 7 to 10. CONCLUSIONS: Caregivers in this study stated that the workshop was useful and satisfactory. Because caregivers play such a vital role in recovery after hip fracture, providing knowledge and skill development as part of health care delivery may support more person-centered care.
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 | 0.000 |
| 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