Arthropathies in Inflammatory Bowel Disease
Bibliographic record
Abstract
Inflammatory bowel disease (IBD) is a systemic, chronic autoimmune disease of the digestive tract. The etiology and pathophysiology of IBD is not fully understood, though it is believed to be due to a complex interaction among the patient's genotype, immune system, and environmental factors. Inflammatory bowel disease is frequently accompanied by extraintestinal manifestations that occur in almost half of all patients. The most common extraintestinal manifestation that occurs is joint disease, collectively termed the arthropathies of IBD. While epidemiological studies have estimated that the arthropathies of IBD occur in over 46% of the IBD population, there is a paucity of nursing literature concerning the extraintestinal manifestations of IBD and the role of nurses in patient care. Thus, the purpose of this article is to facilitate a greater understanding for nurses and nurse clinicians regarding the arthropathies associated with IBD including classifications, pathophysiology, diagnosis, and management.
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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) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.004 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.006 | 0.002 |
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".