Bibliographic record
Abstract
要約:2014~2015 年にかけて公表された複数のランダム化比較試験により,「発症4.5 時間以内にアルテプラーゼ静注療法を施行し」「発症6 時間以内に血管内治療開始可能な」「National Institutes of Health Stroke Scale スコア6 以上」の「内頸動脈~中大脳動脈M1 閉塞」で「Alberta Stroke Program Early CT Score 6以上」の急性期脳梗塞症例に対し,「ステント型血栓回収機器(stent retriever)」を用いて行う血管内治療は,内科治療に優る有効性を発揮することが証明された.わが国では現在,血栓回収デバイスとして血栓吸引機器であるPenumbraシステムと複数のstent retriever (Solitaire, Trevo, ReVive)が導入されており,今や適応を有する症例において「施行すべき標準治療」となっている.
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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 | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.003 | 0.003 |
| Bibliometrics | 0.009 | 0.008 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.002 | 0.003 |
| Open science | 0.001 | 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".