A review and methodologic critique of the literature supporting 'chronic whiplash injury': part I - research articles.
Bibliographic record
Abstract
The existence of a 'chronic whiplash injury' has been a source of debate in the medical literature for many years. Some authors have published articles suggesting that chronic whiplash syndrome is the result of chronic pathology (injury), and that this injury may occur at any collision speed; others have stated that any psychological factors are secondary rather than primary (etiologic) to the problem of chronic pain, or that secondary gain is a rare or uncommon phenomenon. These articles contradict scientific measures and efforts which show that for Quebec Task Force Grade 1 and 2 whiplash-associated disorders, the highly prevalent problem of chronic pain may be a culturally and psychosocially determined phenomenon, in which confounding psychosocial variables determine the behaviour and outcome following an otherwise benign acute injury. The authors of the current literature critique reviewed the biomedical and engineering literature relating to whiplash syndrome, searching for articles that supported the construct of 'chronic whiplash injuries'. Thirty seven articles containing fourteen distinct statements supporting the construct of 'chronic whiplash injuries' were found that fit the inclusion criteria. The methodology described in these articles was evaluated critically to determine if the authors' conclusions regarding 'chronic whiplash injuries' were scientifically sound. The authors of the current critique found that all of the articles contained significant methodologic errors relative to their respective authors' statements regarding chronic whiplash. The most frequent concerns reside with sampling, experimental design and interpretation of data.
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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 | 0.231 | 0.526 |
| Meta-epidemiology (narrow) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.005 | 0.004 |
| Bibliometrics | 0.066 | 0.041 |
| Science and technology studies | 0.004 | 0.010 |
| Scholarly communication | 0.012 | 0.007 |
| Open science | 0.005 | 0.005 |
| Research integrity | 0.008 | 0.004 |
| Insufficient payload (model declined to judge) | 0.005 | 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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".