Vorsicht bei Übungen mit chronischen WAD-Patienten!
Bibliographic record
Abstract
Normalerweise bewirkt ein körperliches Training eine übungsinduzierte Hypoalgesie bzw. eine „Exercise-Induced Hypoalgesia“ (EIH). Unlängst untersuchte ein kanadisches Forscherteam der ‚University of Calgary‘ die Wirkung von aeroben und isometrischen Übungen bei Patienten mit chronischem Schleudertrauma bzw. „Whiplash associated disorder“ (WAD). Das Team um Ashley Smith rekrutierte hierzu 40 chronische WAD-Patienten sowie 30 parallelisierte Kontrollpersonen, um die EIH-Effekte in beiden Gruppen zu vergleichen und die Wirkung von aeroben und isometrischen Übungen zu erforschen. Als Übungen dienten ein 30-minütiges aerobes Laufbandtraining mit 75% der altersabhängigen maximalen Herzfrequenz sowie isometrische Kontraktionen des M. quadriceps femoris. Publication History Article published online: 21 October 2020 © 2020. Thieme. All rights reserved. Georg Thieme Verlag KG Rüdigerstraße 14, 70469 Stuttgart, Germany
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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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.007 | 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".