Decreased initiation of usual activities in people with mild-to-moderate Alzheimer's disease: a descriptive analysis from the VISTA clinical trial
Bibliographic record
Abstract
BACKGROUND: Decreased initiation of activities is a common symptom in Alzheimer's disease (AD) and creates significant burden for carers, yet little is known about how patients, carers and treating physicians describe this problem. METHODS: This is a secondary, qualitative analysis of video-recorded, semi-structured and open-ended interviews with the 130 community-dwelling patients with mild-to-moderate AD from the Video-Imaging Synthesis of Treating Alzheimer's Disease (VISTA) study - a four-month, randomized, placebo-controlled trial of galantamine. Interviews were coded and organized using Atlas.ti. By applying a framework analysis approach, patient/carer descriptions of dementia-related decreased initiation of usual tasks and activities were categorized and summarized. RESULTS: Decreased initiation of instrumental activities of daily living (IADLs) and/or leisure and social activities was reported in 85/130 patients at baseline, 71 (84%) of whom specifically targeted increased initiation as a goal of treatment. The most common manifestations of decreased initiation were initiating only with prompting (55%), and no longer initiating but willing to engage in the activity (42%; note that these groups can overlap). Many patients were also described as having less interest (44%) or impaired performance (34%) in the activity in which decreased initiation was noted. Coping strategies were employed by 69/85 carers, most commonly verbal prompts to begin an activity. CONCLUSION: Decreased initiation is a common and problematic symptom in people with mild-to-moderate Alzheimer's disease who seek treatment for dementia. Information offered voluntarily about interest in or ability to perform activities which are initiated less often gives additional data compared with routine questioning about initiation of function. This is a potentially rich area for the elucidation of disease and treatment effects.
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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 | 0.008 | 0.015 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| 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 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".