Bibliographic record
Abstract
Following traumatic injury, the clinician is sometimes exposed to an apparent discrepancy between the magnitude or duration of pain described by patients and the magnitude of the objective physical injury. In the medico-legal sphere this discrepancy takes on greater importance, with the legal system requiring comment on the biological plausibility, treatment and prognosis for such conditions. Whiplash-associated disorder (WAD) is a frequently encountered example of a medical condition where often there is an apparent disconnect between magnitude of injury and magnitude of disability. In this article we will review some of the current concepts that have been used to explain the pain and disability associated with WAD. We will also consider the biological mechanisms which may underlie these symptoms in order to propose rational treatment approaches to address this complex and multidimensional malady. The Quebec Task Force on Whiplash-Associated Disorders defined whiplash as “an acceleration-deceleration mechanism of energy transferred to the neck that results in soft tissue injury that may lead to a variety of clinical manifestations including neck pain and its associated symptoms.” That task force also coined the term “whiplash-associated disorders” (WAD) to describe the clinical entities related to the injury, and to distinguish them from the injury mechanism. The term ‘whiplash’ on its own should be used to refer to the acute, localised neck pain resulting from an acceleration/deceleration mechanism. Estimates vary widely, but authors report that about 30% to 50% of patients who sustain a symptomatic whiplash injury go on to report chronic, and potentially more widespread symptoms, which may be termed WAD. Acute pain will typically be initiated peripherally through the activation of nerve fibres sensitive to noxious stimuli (nociceptors). From that point, to pain perception, interpretation and disability, there exists a complex neurochemical cascade involving both the peripheral and central nervous systems. Extensive reviews …
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 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 | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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 teacher head, 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".