Fraud risk factors and auditing standards : an integrated identification of a fraud risk management model
Bibliographic record
Abstract
Separated peripheral blood mononuclear cells were analyzed by fluorescent microscopy with monoclonal antisera for T cells (OKT3+), helper/inducer T cells (OKT4+) and suppressor/cytotoxic T cells (OKT8+). Thirty-seven patients with polymyalgia rheumatica (PMR), 13 of whom had positive biopsies for arteritis, were studied and compared with 25 age and sex matched normal subjects. The percentages of OKT3+ and OKT4+ T cells were similar in the PMR group and controls, but percentage of OKT8+ T cells was significantly reduced in patients (14.8 +/- 6.8) compared with controls (22.1 +/- 6.3). Values of OKT8+ T cells were extremely low in untreated patients with active, acute disease (7.8 +/- 4.4%) and significantly lower than in prednisone treated patients with inactive disease (17.3 +/- 5.9). These findings indicate that low values of circulating OKT8+ T cells is a feature of PMR and is related to disease activity.
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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 | 0.003 | 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".