Persistent Cold Agglutinins in AIDS and Related Disorders
Bibliographic record
Abstract
Eighty-one homosexual patients positive for HTLV-III antibody, including 19 with AIDS, 20 with chronic lymphadenopathy syndrome, 10 with AIDS-related complex (ARC) and 32 symptom-free individuals were assessed for the presence of cold agglutinins (CA). In 12 cases, CA were found; 4, 4, 2 and 2, respectively, in each of the above mentioned groups. Seven anti-I, 4 anti-i and 1 anti-Gd CA were identified. In 11 of 12 patients, CA were persistent. There were no differences between CA-negative and CA-positive patients with regard to the presence of other antibodies, anemia, frequency of intercurrent infections or development of lymphoproliferative neoplasia. It can be concluded that persistent synthesis of CA may be associated with the HTLV-III infection.
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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 | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| 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) | 0.001 | 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".