Computer Technology Utilization and Community-Based AIDS Organizations
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
SUMMARY This study explores the computer utilization patterns of 107 community-based AIDS organizations in Canada. A questionnaire examined the current hardware/software capacities of agencies, knowledge and use of the Internet and its capabilities as a tool for psychosocial support, and barriers to computerized service provision. It also explored consumers' utilization and knowledge of computer-mediated technologies, and barriers to service. Results suggest agencies have resource-related dilemmas, relating to limited finances, time and personnel capacities. Consumers are challenged by a lack of access to computers, limited awareness of computer-mediated technologies, and other inhibiting factors. Future directions for community-based AIDS organizations are considered. KEYWORDS: HIV/AIDSInternetinformation technologycomputerWorld Wide Web
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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