Bibliographic record
Abstract
ぶどう膜炎に対する生物学的製剤の使用が本格的に始まったのは，2007年にベーチェット病の難治性網膜ぶどう膜炎に対してインフリキシマブが保険適用となってからである。優れた有効性を有し，ベーチェット病の視力予後を大きく改善させた。2016年9月には非感染性ぶどう膜炎にアダリムマブが保険適用となり，TNF阻害薬はぶどう膜炎治療において重要な位置を占めるに至っている。使用にあたっては感染性ぶどう膜炎との鑑別を行い，適応を見極めることが非常に重要となり，使用中には重篤な感染症などの有害事象に対して十分な注意と適切な対処が必要となる。本稿ではTNF阻害薬使用に伴う感染症の管理について述べる。
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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".