Multiplexed testing for HIV and related bacterial and viral co-infections at the point-of-care:<i>quo vadis</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
Recently, there has been a paradigm shift toward an understanding of the need to screen select sub-populations for several sexually transmitted and blood-borne infections simultaneously, at one time with various rapid point-of-care (POC) technologies, rather than one infection at a time. This is an encouraging and promising change, however many contextual factors need to be considered before implementing such technologies. In this editorial, we highlight some challenges, issues and concerns regarding implementation, integration, and uptake of these technologies across global settings. However, careful planning and well thought out implementation plan that include investments in training health care professionals, improving test and treat algorithms, rapid protocols on communicating actionable results to providers, and timely action, will bring about the desired impact in patient's lives. This is especially true in settings where they stand to achieve the maximum desired public health and social impact.
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 | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 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