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
OBJECTIVES: To assess the accessibility of the internet, the level of interest from patients attending genitourinary (GU) medicine clinics, and explore potential concerns about confidentiality. METHODS: Questionnaire based survey of patients attending five GU medicine clinics in England. RESULTS: 41% of GU medicine clinic patients in 1999 had access to the internet (range 31%-52%) with access more common in younger age groups, and less common in women and black Caribbean patients. One in 10 patients (with internet access) had used the internet to find out more about the problem with which they had come to the clinic. 60% of patients replied that information on sexual health on the internet was of interest to them and a high proportion of patients said they would use the internet to access information about GU clinics (64%), book an appointment (64%) or get test results (63%). Almost a quarter of patients who made additional suggestions wanted an interactive website. CONCLUSIONS: A high proportion of patients attending GU clinics have access to the internet with potential uses for health education and service delivery.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.013 | 0.003 |
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