Co‐Designing Storyboards for Multimedia Resources With Informal Carers to Support Hospital‐to‐Home Transitions for Older Adults From Culturally Diverse Backgrounds
Bibliographic record
Abstract
AIM: To co-develop storyboards and scripts for multimedia resources to support the information needs of informal carers (carers) of older adults from Greek, Italian and Chinese (Cantonese- and Mandarin-speaking) Australian backgrounds during hospital-to-home transitions. METHODOLOGY: A modified experience-based co-design methodology was used to co-develop four storyboards and scripts with Greek, Italian and Chinese Australian carers and advocates from multicultural community-aged care organisations. To promote relevance, a Carer Advisory Group guided the research. The Carer Advisory Group, comprising 10 people, included carers and advocates from participating multicultural community-aged care organisations, a social worker from a large public health service, and policy representatives. Twenty-nine participants took part from June 2023 to April 2024. Data collection involved two rounds of co-development including 2 workshops, 9 small group interviews and 11 individual interviews. Round 1 focused on understanding participants' experiences of older adult care transitions, information needs and advice for other carers. This information was used to develop categories and example quotes to draft four storyboards reflecting participants' descriptions of the carer and patient journey during care transitions. Round 2 involved draft storyboards being presented to the same participants who advised on their acceptability. Certified interpreters and translators were used throughout data collection. FINDINGS: The co-developed categories, four storyboards and scripts are presented. Participants and the Carer Advisory Group agreed that the findings would be used to develop multimedia resources to support the information needs of carers and older adults from Greek, Italian and Chinese Australian backgrounds in care transitions. CONCLUSIONS AND IMPLICATIONS: The storyboards and scripts for multimedia resources are expected to improve access to information and services for carers and older adults from culturally and linguistically diverse backgrounds. The storyboards and scripts are examples to guide policymakers and leaders in improving transitional care in Australia and internationally. REPORTING METHOD: The reporting of the study has adhered to the COREQ guidelines. PATIENT OR PUBLIC CONTRIBUTION: Informal carers were involved in the Carer Advisory Group which provided guidance and consultation to each phase of the project. Their contributions included reviewing the ethics application prior to submission for ethical review, and reviewing storyboards and scripts to optimise the relevance for informal carers and older adults.
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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 | 0.012 | 0.028 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.004 | 0.004 |
| Open science | 0.002 | 0.006 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 0.001 |
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".