Iron Overload Cardiomyopathy due to Non-Classical Hereditary Hemochromatosis
Bibliographic record
Abstract
Hemochromatosis is defined as abnormal deposition of iron in body organs which can cause organ dysfunction. The most commonly affected organs are the liver, heart, endocrine glands, pancreas, joints and skin with manifestations of cirrhosis, cardiomyopathy, hypogonadism, endocrinopathies, diabetes mellitus, arthropathy, skin pigmentation, and increased risk of liver cancer in cirrhotic patients. The disease severity ranges from asymptomatic tissue damage with simple biochemical abnormalities detected incidentally to serious life-threatening disease that usually affects young people. Excessive iron accumulation in the body usually takes place either by genetic mutations causing increased gastrointestinal iron absorption (hemochromatosis) or secondary to excessive administration of exogenous iron by red blood cell transfusions or dietary sources (hemosiderosis). Cardiac hemochromatosis or primary iron-overload cardiomyopathy is recognized as the presence of systolic or diastolic cardiac dysfunction secondary to increased deposition of iron in the heart in the absence of other concomitant processes. Although heart failure secondary to iron overload could be lethal, it is potentially a preventable and a treatable disease when diagnosed and treated early in its course. J Med Cases. 2019;10(2):58-61 doi: https://doi.org/10.14740/jmc3240
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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".