After Toronto, 46th ICAAC offers back to basics.
Bibliographic record
Abstract
After the marathon-like challenge presented by the 16th International AIDS Conference held in Toronto a month prior--a challenge that tested the stamina of even the youngest and fittest of conference-goers--the 46th Interscience Conference on Antimicrobial Agents and Chemotherapy (ICAAC), held September 27-30, 2006, in San Francisco, was a welcome relief in its staid and singular focus on the presentation of data offering insights into the challenges a variety of patients and their physicians are facing in the second decade of highly active antiretroviral therapy (HAART), as well as reviews of how to make optimal use of antiretroviral regimens constructed from within the existing HAART armamentarium. The big news at this year's ICAAC, however, was on the antiretroviral pipeline, with previews of how a new generation of drugs may help make the difference between life and death for countless millions of men, women, and children living with HIV/AIDS.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.008 | 0.004 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.495 | 0.406 |
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".