Bibliographic record
Abstract
We surveyed a variety of papillomatous lesions, trichilemmoma, and bowenoid papulosis for the presence of papillomavirus common antigen using an unlabeled antibody peroxidase-antiperoxidase technique and an antibody against papillomavirus common antigen. Papillomavirus common antigen was detected in four of six verruca vulgaris lesions overlying the nuclei of koilocytotic cells. The antigen was observed much less often in the granular zone of verrucous lesions that did not contain koilocytotic cells. Thirteen of 18 lesions of bowenoid papulosis had positive immunostaining overlying occasional nuclei in the granular zone but the antigen was not detected in the granular zone of squamous cell carcinoma in situ or of trichilemmoma. These data support the hypothesis that some lesions of bowenoid papulosis represent a form of cutaneous infection by papillomavirus.
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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 | 0.000 | 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) | 0.004 | 0.001 |
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".