Thyrotoxic Periodic Paralysis: An Update
Bibliographic record
Abstract
Thyrotoxic periodic paralysis (TPP) is an endocrine emergency. In initial hours, it requires multidisciplinary care as it involves heart and nervous system. Early diagnosis demands highest clinical acumen as symptoms and signs of thyrotoxicosis are often subtle. TPP is not nowadays confined to particular ethnic groups. Different cellular ion channels have been identified in its etiopathogenesis. Definitive treatment of thyrotoxicosis is also important to prevent relapse. In all cases of hypokalemia in emergency room, TPP should be excluded. of hypokalemia should be rationalized to prevent rebound hyperkalemia as total body potassium loss is minimum or nil. Patients should be made euthyroid as soon as possible to prevent relapse of TPP. Future research on ethnic variation of Na + -K + ATPase activity may enlighten us the cause of higher prevalence in Asians. J Endocrinol Metab. 2020;10(3-4):60-62 doi: https://doi.org/10.14740/jem662
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.005 | 0.003 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.002 | 0.003 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.006 | 0.003 |
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".