Field Evaluation of the Merlin Immediate HIV-1 and -2 Test for Point-of-Care Detection of Human Immunodeficiency Virus Antibodies
Bibliographic record
Abstract
The Merlin Immediate HIV-1 and -2 Test (Merlin point-of-care [POC] test; Merlin Biomedical & Pharmaceutical) is a nitrocellulose membrane flow immunoassay performed at the POC with the use of blood obtained from a fingerprick. The results of this test were compared with those of enzyme immunoassay (EIA) performed on venous blood samples in the laboratory. Positive results of both tests were confirmed by a Western blot (WB). The study included 553 adults with known HIV (human immunodeficiency virus) seropositivity (all of whom had positive Merlin POC test results) and 2659 adults with unknown HIV serostatus (20 of whom had positive EIA/WB results; 19 of the 20 also had positive Merlin-POC test results). The sensitivity of the Merlin POC test was 95.0% for patients with an unknown HIV serostatus and 99.83% for those with a positive serostatus. For previously untested subjects, the test's specificity and positive predictive value were 100%, its negative predictive value was 99.96%, and its overall accuracy was 99.96%. The Merlin POC test is highly accurate for the detection of HIV antibodies.
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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 | 0.003 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| 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".