Attitudes Toward Videotelephones: <i>An Exploratory Study of Older Adults with Depression: New Technology Holds Promising Benefits for At-home Care.</i>
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
Although technology holds promising benefits to support older adults at home, attitudes can be a hindrance to the acceptance and use of new technologies. The aim of this study was to explore attitudes of older adults with depressive symptoms using videotelephones (VTs) in their homes. A descriptive design involving 4 participants who received problem solving interventions from a clinical psychologist via VTs was used. Data analysis revealed that the participants' preattitudes were dependent on their active or passive role in the learning process of the new technology. Their postattitudes were classified as ambivalent and positive. Two participants who had a positive attitude toward the VT expressed a positive behavior use.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 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