Clinical and scientific challenges in HIV-associated malignancies
Bibliographic record
Abstract
aKirby Institute for Infection and Immunity, University of New South Wales bSt Vincent's Hospital Sydney, Sydney, Australia cClinical AIDS Research and Education (CARE) Center, University of California Los Angeles, Los Angeles, California, USA Correspondence to Dr Mark N. Polizzotto, Kirby Institute for Infection and Immunity, Wallace Wurth Building, UNSW Australia, Sydney 2052, Australia. Tel: +61 2 9385 0900; fax: +61 2 9385 0955; e-mail: [email protected]; Dr Ronald T. Mitsuyasu, CARE Center, University of California Los Angeles, 11075 Santa Monica Boulevard, Suite 100, Los Angeles, CA 90025, USA. Tel: +1 310 825 3807; fax: +1 310 477 7657; e-mail: [email protected]
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How this classification was reachedexpand
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 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".