A psychosocial goal-setting and manualised support intervention for independence in dementia (NIDUS-Family) versus goal setting and routine care: a single-masked, phase 3, superiority, randomised controlled trial
Bibliographic record
Abstract
BACKGROUND: Although national guidelines recommend that everyone with dementia receives personalised post-diagnostic support, few do. Unlike previous interventions that improved personalised outcomes in people with dementia, the NIDUS-Family intervention is fully manualised and deliverable by trained and supervised, non-clinical facilitators. We aimed to investigate the effectiveness of home-based goal setting plus NIDUS-Family in supporting the attainment of personalised goals set by people with dementia and their carers. METHODS: We did a two-arm, single-masked, multi-site, randomised, clinical trial recruiting patient-carer dyads from community settings. We randomly assigned dyads to either home-based goal setting plus NIDUS-Family or goal setting and routine care (control). Randomisation was blocked and stratified by site (2:1; intervention to control), with allocations assigned via a remote web-based system. NIDUS-Family is tailored to goals set by dyads by selecting modules involving behavioural interventions, carer support, psychoeducation, communication and coping skills, enablement, and environmental adaptations. The intervention involved six to eight video-call or telephone sessions (or in person when COVID-19-related restrictions allowed) over 6 months, then telephone follow-ups every 2-3 months for 6 months. The primary outcome was carer-rated goal attainment scaling (GAS) score at 12 months. Analyses were done by intention to treat. This trial is registered with the ISRCTN registry, ISRCTN11425138. FINDINGS: Between April 30, 2020, and May 9, 2021, we assessed 1083 potential dyads for eligibility, 781 (72·1%) of whom were excluded. Of 302 eligible dyads, we randomly assigned 98 (32·4%) to the control group and 204 (67·5%) to the intervention group. The mean age of participants with dementia was 79·9 years (SD 8·2), 169 (56%) were women, and 133 (44%) were men. 247 (82%) dyads completed the primary outcome, which favoured the intervention (mean GAS score at 12 months 58·7 [SD 13·0; n=163] vs 49·0 [14·1; n=84]; adjusted difference in means 10·23 [95% CI 5·75-14·71]; p<0·001). 31 (15·2%) participants in the intervention group and 14 (14·3%) in the control group experienced serious adverse events. INTERPRETATION: To our knowledge, NIDUS-Family is the first readily scalable intervention for people with dementia and their family carers that improves attainment of personalised goals. We therefore recommend that it be implemented in health and care services. FUNDING: UK Alzheimer's Society.
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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 | 0.005 | 0.006 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.006 | 0.003 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.010 | 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".