Funktionelle Erholung und die posttraumatische Restitution der Blut-Rückenmarks-Schranke nach experimenteller traumatischer Rückenmarksschädigung in der Maus
Bibliographic record
Abstract
Einleitung Rückenmarkstrauma ist einer der führenden Ursachen für bleibende Behinderung und ein großes Problem für Gesundheitssysteme weltweit. Eine der Hauptfaktoren in der Pathophysiologie ist die traumatische Öffnung der Blut-Rückenmarksschranke (BSCB). Deren Erholung spielt eine entscheidende Rolle in der strukturellen Regeneration des Rückenmarks. Diese Pathophysiologie und deren Zeitrahmen besser zu verstehen ist essenziell, um die Suche nach restaurativen Therapien voranzubringen. In der vorliegenden Arbeit charakterisieren wir die posttraumatische Öffnung und Restitution der BSCB in Bezug auf die neurologische Erholung bis zur chronischen Phase nach Rückenmarkstrauma in der Maus.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| 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".