Transient deficiency of protein S after past infection process, complications and outcome: clinical case
Bibliographic record
Abstract
Background. Purpura fulminans (PF) – is an acute rapidly progressive thrombosis of small-diameter blood vessels located mainly on the skin of the extremities. PF is characterized by high mortality rates. Patients can have serious consequences, including amputations and loss of fingers, foots or even extremities in general. Clinical case description. A clinical case of developing transient deficiency of protein S complicated by idiopathic PF on the 7th day after acute otitis in a 3-year-old boy due to past infection is presented. The progression of the disease developed within a few hours. The patient became hemorrhagic elements on the skin of extremities, and later — tissue necrosis. The conducted therapy facilitated to stop the pathological process in the form of PF, and also prevented the development of severe disabling complications in the child. Conclusion. Differential diagnosis and treatment should be fast and accurate, as the development of PF occurs in mere hours. Diagnostics should include expanded panel of coagulological tests and instrumental examinations, which determines the justifiability of a multidisciplinary approach in the patient management with disorders in the hemostatic system.
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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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 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".