SYNOPSIS
The development of persistent symptoms following whiplash injury from a motor vehicle collision is common and contributes substantially to societal and personal costs. The popular Quebec Task Force classification system of whiplash-associated disorders (WADs) was meant to function as a prognostic and intervention decision aid, but its usefulness has been questioned. Emerging evidence highlights the heterogeneity of WAD by demonstrating physical and psychological impairments that are unique to those who develop persistent symptoms. These impairments are not recognized in the Quebec Task Force classification system. The purpose of this clinical commentary is to describe an integrated model that focuses on how psychological and neurobiological factors interact with, and are influenced by, existing personal and environmental factors to contribute to the development of chronic WAD. The model has been developed through more than 20 years of work in the field, consultation with experts, indepth synthesis of existing evidence, and new evidence from the authors' own research programs. A subtheme is that a point of convergence currently exists between the psychological, physiological, and social determinants of health literature that can further explain the complex presentation of WAD. The new model is proposed to orient future research toward more interdisciplinary efforts across nontraditional fields, including data scientists and consumers, to clarify the WAD condition.
Keywords: acute pain, cervical spine, chronic pain, diathesis, neck, WAD
Whiplash-associated disorder (WAD) is the most common outcome of noncatastrophic motor vehicle collisions (MVCs).19,89 Of those experiencing WAD from an MVC, 20% to 50% will continue to report persistent interference in daily life 12 months later.19 The economic burden from MVCs is disproportionately high, with annual costs of £3 billion in the United Kingdom47 and an estimated $42 billion in the United States for nonfatal injuries.76 Neck pain of traumatic and nontraumatic origins is the fourth leading cause of years lived with disability globally.72 Alarmingly, this was the exact rank for neck pain in 1990,73 suggesting that research in to the prevention and rehabilitation of neck pain over the past 25 years has had little effect on its relative overall global burden.
The mechanisms that explain recovery from or persistence of WAD remain unclear. Existing evidence has highlighted several predictors of the transition from acute to chronic WAD, such as female sex, older age, higher initial self-rated pain intensity, higher disability, and a host of cognitive factors (eg, fear, catastrophizing, low expectations for recovery).116,117,119 Interestingly, current evidence suggests that the mechanics of the event itself, such as speed and direction of impact, awareness of impending collision, or airbag deployment, have little to no effect on the postinjury course of recovery.117 As a result, the current thrust of research in the field appears to be focused on posttraumatic affect and cognitions, with a strong focus on the psyche.13,14,26,60,79,111,112 However, we argue that full understanding of the mechanisms to explain the experience of WAD must go beyond implying that sufferers are “thinking wrong.” It is our position that a reconceptualization of WAD as a multisystem stress- and tissue-based interaction moderated by contextual factors is required to achieve a better mechanistic understanding of patient-centered outcomes.
In the spirit ot established models,42,96,109,111,112 a new model is presented that respects prior knowledge while proposing new pathways and interactions intended to propel the field forward. This new model conceptualizes trauma as an event that is both potentially injurious and distressing, influenced by existing vulnerabilities or resiliencies of the person and the socioenvironmental context within which the person lives and functions. Central to the thesis is that there is no single threshold of a “good” or “bad” reaction to trauma that can be applied universally to all people; rather, it is only when the combination of individual vulnerabilities and psychological and neurobiological processes exceeds a person-specific threshold that a person is at risk of developing chronic WAD. The purpose of this paper is to present the new model along with a comprehensive overview of existing evidence.
WHY IS A NEW MODEL NEEDED?
A new wad conceptualization feels particularly timely, as policy makers the world over appear to struggle with how best to interpret and implement evidence (or lack thereof) for WAD diagnosis and treatment. A new series of health care reforms in the United Kingdom, for example, are explicitly designed to deincentivize WAD claims,110 suggesting a presupposition that many claims are the result of exaggeration and secondary gain. We opine that such reforms are premature, unlikely to result in overall reduced burden, and will unfairly penalize injured people to the point of limiting their access to needed care and justice.
PRIOR KNOWLEDGE
Pathoanatomical Lesions
Attempts to explain the PHEnomenon of chronic or persistent WAD are decades old. Momentum in the search for pathoanatomical lesions increased toward the end of the 20th century.49,51,55,57,58,82,105 The facet joints enjoyed the greatest empirical support as peripheral drivers of chronic WAD-related pain.4,5,64,65 In an oft-cited randomized trial, Lord and colleagues66 found that of 54 patients with chronic WAD, 24 (44%) responded to a medial branch block procedure intended to identify pain of primarily facetogenic origin. Those respondents were randomized to a verum-versus-sham radiofrequency neurotomy procedure (12 patients per arm). While both groups initially reported pain relief, the verum group enjoyed significantly longer improvement.66 This led to a prevailing view that chronic WAD was reducible to peripheral drivers. This study was followed by a secondary analysis using psychological measures as the outcome.115 After excluding 7 of the 24 patients for pain at more than 1 joint, 9 of the remaining 17 were pain free 3 months later, whereas 8 remained symptomatic. All 9 of those who reported being pain free and who initially presented with psychopathology met the criteria for complete resolution of psychological distress at the 3-month follow-up, while only 1 of the 8 with persistent pain reported the same extent of resolution. These findings led the authors to opine that “the psychological distress exhibited by these patients was a consequence of the chronic somatic pain,”115 with strong endorsement of the pathoanatomical model of chronic WAD. Despite the small sample and lack of reproduction, this pair of papers has had considerable impact on the practice of interventional medicine for chronic WAD.66,115 More recently, Smith and colleagues94,95 used a robust set of secondary outcomes in a noncontrolled observational cohort study (n = 46) to find similar temporal relationships between concomitant reduction (and subsequent return) of chronic WAD-related pain and psychological distress.95 While it is difficult to draw definitive conclusions from a small body of knowledge, the existing data suggest that 40% to 45% of people with chronic WAD may indeed have symptoms originating from a peripheral articular lesion and that, in some, these painful lesions may cause affective distress. Assuming these results are generalizable, this suggests that peripheral drivers (termed tissue in the new model) may explain persistent symptoms in at least a subgroup of patients, which is worthy of clinical evaluation. But even under the best conditions, it still leaves the majority without clear explanation or understanding of their symptoms.
Other tissues targeted in the empirical search for a peripheral lesion (1995–2005) included the upper cervical ligaments,50,55,56 the trigeminal nucleus,99 and tears in the dura mater around the cord.45 While the published literature includes evidence in support of such lesions, several have been subsequently refuted,74,75 and none have achieved the mantle of “silver bullet lesion.” It has become clear that purely tissue-based models are unable to satisfactorily explain the experience and presentation of WAD.
The Quebec Task Force Classification System
It was during this same decade (19952005) that the Quebec Task Force (QTF) published its monograph on whiplash, presenting for the first time the term whiplash-associated disorder.96 Reflecting the thinking of the time, the 5 WAD classifications (TABLE) were dependent entirely on clinical signs, where the drivers of pain and related disability were implied to be peripheral lesions. Here again, while there is some evidence that those with signs of neurological involvement (WAD III) recover more slowly than those with only restricted mobility (WAD II), and that both fare less well than those with only point tenderness (WAD I),119 consistent findings since then indicate that the QTF classification does not adequately represent the heterogeneity of the condition.43,97 While the 5 broad WAD categories of the QTF classification appear to be entrenched in the common lexicon of the field after 20 years, refinement is clearly needed.
TABLE.
Quebec Task Force Classification96
QTF Grade | Symptoms |
---|---|
WAD 0 | • No physical signs of dysfunction • No complaints of pain |
WAD I | • No physical signs of dysfunction • Complaints of neck pain/tenderness |
WAD II | • Musculoskeletal signs and symptoms • Complaints of neck pain/tenderness |
WAD III | • Neurological signs and symptoms • Musculoskeletal signs and symptoms • Complaints of pain, often radiating into and down the arm |
WAD IV | • Fracture or dislocation (revealed by radiographic studies) • Complaints of pain |
Abbreviations: QTF, Quebec Task Force; WAD, whiplash-associated disorder.
The Fear-Avoidance Model
Looking to the pain literature more broadly, a number of models have emerged to explain the acute-to-chronic pain transition. Arguably the most well known is the fear-avoidance (FA) model.60 The FA model proposes 2 possible pathways after the experience of injury and pain: one driven by a lack of fear, active confrontation of pain, and resolu tion, and the other driven by catastrophic thoughts about pain, fear, withdrawal, hypervigilance, disuse, depression, disability, and more pain in a self-sustaining “vicious cycle.” This model can be credited for considerable progress in chronic pain research, prompting clinicians and researchers to acknowledge that the existence of chronic pain need not be verified through observable peripheral lesions on diagnostic imaging. In some arenas, this model has validated the experience of chronic pain, but an unfortunate side effect appears to be an increasingly pervasive belief that chronic pain after injury is a condition of the weak willed or misinformed.77,84
Despite its ubiquity, the unidirectional and causal nature of the FA model has been challenged in recent years. Wideman and colleagues121 statistically refuted the sequential nature of the model, but supported catastrophizing as an important predictive variable. Nieto and colleagues79 used regression modeling to find that catastrophizing did predict disability in a cross-sectional study of people with subacute WAD, but that the association was mediat ed by fear of movement. Pedler and colleagues86 conducted longitudinal modeling to find that fear of movement, posttraumatic stress symptoms, and sensory hypersensitivity provided the best explanatory fit for a model predicting disability. Bousema and colleagues11 explored the deconditioning hypothesis in a prospective sample with acu te low back pain and found no consistent reduction in quantified metrics of physical condition in those who failed to recover after 1 year. These and other findings generally support the association of maladaptive cognitions and coping behaviors with subsequent disability, but a causal relationship has yet to be clearly established.
One way to establish a cause-and-effect relationship is to demonstrate the reversibility of the condition by cessation of exposure, such that removal of the cause should reduce the effect.44 If negative affect or maladaptive cognitions directly cause the development of chronic pain, then interventions to improve those factors should result in better outcomes. To this end, however, the evidence has been equivocal. Jull and colleagues48 conducted a 12-month pragmatic randomized controlled trial for individuals with acute WAD that included an early psychological intervention in those with high posttraumatic distress, but found that it provided no added statistical benefit compared to a usual-care control condition. Lamb and colleagues59 also conducted a large pragmatic trial that included cognitively informed physical therapy compared wi th a single session of advice and education and found no meaningful difference in long-term outcomes. Collectively, the current state of knowledge appears to support a hypothesis that can be simplified to state that those who rate their experience as more terrible in the acute posttraumatic phase are more likely to continue to rate the experience as terrible when followed up, but the mechanisms to explain this transition (beyond a propensity to circle high numbers on a questionnaire) remain a mystery.
Notable by their absence in the FA model are “diatheses,” defined as specific pre-existing vulnerabilities that influence the individual reaction to pain, stress, or illness. The FA model starts at the event (injury), which, while elegant in its simplicity, may oversimplify the mechanisms of post-WAD trajectories. For this, we turn to Turk’s diathesis-stress model of chronic pain development109 to arrive at a more holistic model from which to develop new research questions.
DIATHESIS-STRESS MODEL
Dlathesis is a tendency to suffer from a particular medical condition. Turk’s diathesis-stress model of chronic pain109 represents a useful additional consideration for a refined WAD model, suggesting that all people who experience trauma do so through a personal and contextual background that provides either protection from or vulnerability to the experience and subsequent development of persistent pain. The “diatheses” in Turk’s model were again largely psychological (eg, the injured person’s anxiety sensitivity, or a tendency to catastrophize over the symptoms of anxiety) and have received some empirical support in patients postsurgery.67 While psychological reaction is important, we believe that distress should be considered from both psychological and physiological perspectives. Germane to this thesis is a perspective that the experience of an MVC is a unique stressor in adult life that deserves specific attention.
A NEW INTEGRATED MODEL
The FIGURE presents our new integrated, biopsychosocial model describing potential mechanisms for the onset and maintenance of persistent pain and disability following acute trauma (eg, MVC). Readers will note both similarities and differences between this new model and the original FA model.111,112 In the new model, both physiological and social/contextual variables have been included, and the dependence on physical deconditioning as a prerequisite for chronic pain and disability has been removed.
FIGURE.
An integrated biopsychosocial model describing potential mechanisms for the onset and maintenance of persistent pain and disability following acute trauma. Abbreviations: CNS, central nervous system; MVC, motor vehicle collision; PTSD, posttraumatic stress disorder.
The model still posits 2 different trajectories on which an individual may travel following a traumatic event, but in this proposed model these trajectories are not fixed. A large bidirectional arrow allows those initially on an unfavorable trajectory to shift toward a more favorable one, and vice versa (FIGURE). Importantly, the model shifts from a focus on cognitive processes and behaviors of confrontation versus avoidance to a more holistic view of health and wellness that includes individual diathetic factors.
Diatheses in the New Model
Genetics, diet, exercise history, and prior injury or trauma likely all interact to affect the health of tissues, making them more or less resilient to rapid loading, such as that experienced during an MVC event. Psychological diatheses would include Turk’s example109 of anxiety sensitivity as a trait of the individual, and could also include propensity to catastrophize about pain (a phenomenon that may be conceptualized as a s table trait of the person or as a reaction to pain101,113) and preinjury emotional status or psychopathology, such as pre-existing depression, anxiety, or related mental health disorders. Genetic diatheses in this context could include a growing list of polymorphisms that affect tissue health, stress reactivity, immune and inflammatory function, and vulnerability to new-onset psychopathology that continue to be identified, recognized, and defined.8,9,61,62,68,69 As examples directly relevant to this model, catechol-O-methyltransferase, an enzyme responsible for catabolizing catecholamines, and FK506 binding protein 5, a glucocorticoid receptor chaperone protein, have demonstrated robust associations with the magnitude and persistence of pain and distress following whiplash injury.9,69 The position that some people are more genetically vulnerable to pain and distress from trauma is new and potentially dangerous for insurance consumers, so we do not wish to prematurely endorse such findings as fact, as causation has yet to be firmly established. While genetics has been introduced into our model, it is with a strong caveat that considerable work remains to be done to establish its role and effects.
Context is important both from a perspective of reaction to stress and trauma and because the most common outcome of interest is patient reporting, an interpersonal transaction that necessitates inclusion of contextual variables. These variables include prevailing cultural beliefs about the experience and expression of pain and suffering,10,36,38,78 the medicolegal context within which the injury occurs,21,37,85 the quality of social support,90 and other life stressors (both recent and earlier in life).15 Importantly, the extent to which these factors are either resiliencies or vulnerabilities likely varies by context, such that they may be a vulnerability under one condition and protective under another.1 Take, for example, auto insurance coverage as a factor: adequate financial means to afford appropriate insurance coverage provided (or perceived to be provided) under a supportive client-insurer relationship may facilitate the patient’s resumption of a satisfactory life trajectory. Yet under a different context, such as inadequate insurance coverage with a real or perceived adversarial client-insurer relationship, this factor may function as more of a risk than a protector. These interactive effects cannot be ignored and may explain the failings of prior models to identify universal risk/vulnerability factors, because most are likely person and context dependent.
Trauma as a Stressor or "Trigger" of the Process
In our model (FIGURE), the trauma is conceptualized as the stressor or trigger that leads to a cascade of physiological and psychological events. Squealing tires, breaking glass, sudden chaos, fear for the safety of oneself and others, personal injury, confrontation, and a series of events that include communicating with unfamiliar entities (tow truck drivers, body shops, emergency medical services, police, insurers, and possibly lawyers) all contribute to a complex tapestry of social stressors from trauma.
Whiplash itself has been defined as a mechanism of energy transfer through the tissues of the neck that is often beyond their capacity to dissipate.96 In this mechanism, some degree of tissue damage is likely and expected, the magnitude of which could range from low-grade sprain/strain of supporting soft tissues to complete tissue rupture, frank joint dislocation, bony fracture, or even spinal cord trauma.32,34,41,93 More recent emerging evidence suggests that some of the sequelae of WAD may be explainable as a mild traumatic brain injury (concussion).28 Regardless of the actual tissue(s) affected and the severity of injuries, such damage should lead to a cascade of physiological processes intended to repair the related tissues and restore physiological homeostasis. In our model, physiological and psychological stressors interact within a broader context of individual diatheses to influence the experience of acute trauma, pain, and recovery.
Unique to prior models, some degree of traumatic stress (here referred to as distress) is considered normal and desirable, as new evidence on posttraumatic stress disorder (PTSD) has revealed that those with no acute response, those who exhibit flat affect and dissociation, may be at equal or greater risk of psychopathology than those who exhibit an exaggerated stress response,123 challenging the validity of the traditional empirical assumption of a linear relationship between distress and outcomes. Accordingly, the right-sided path of this new model (FIGURE) allows for an adaptive and appropriately transient stress response, preparing the injured person for recovery rather than symptom persistence. Following the acute stress reaction, the person mobilizes resources supporting resilience and adaptation in the face of adversity, appropriately confronts the experience with adequate support, and eventually resumes a satisfying life trajectory. Note an important presupposition here: recovery, defined as a state of being identical to that held prior to the trauma, is not automatically assumed. Rather, the conceptualization of recovery, as defined by Walton and colleagues,118 focuses on satisfaction with perceived life trajectory, regardless of whether that trajectory is identical to its pretrauma analog.
The left side of the model (FIGURE) is akin to the vicious cycle proposed in the original FA model, but with additional considerations based on neurobiological evidence spanning the past 15-plus years. The model starts with a distress response that is maladaptive and dysregulated— including either exaggerated or blunted psychological and physiological responses, both of which may interfere with the normal inflammatory and healing processes of damaged tissue.40 Similarly, we have included in this initial st age a sense of unfairness or victimization, social scrutiny, and threat to personal safety or self-agency. A parallel pathway is also proposed here that describes subtle, but often unobserved, lesions to the central nervous system that, when present, very likely interact with peripheral or psychological mechanisms to facilitate symptom maintenance.32,34 The model then moves through primary sequelae that are often cited as clinical components of the spectrum of WAD: sensory hyperalgesia87 (local or widespread mechanical, thermal, acoustic, photic, osmic), fear of pain or movement,2 cognitive interference,91 and impaired tissue health (eg, muscle fatty infiltration, atrophy, reduced tensile strength).30,31,33,35 As the primary sequelae persist, secondary sequelae emerge that include sensorimotor incongruence (distorted body schema, disturbed proprioception, oculomotor and postural deficits), withdrawal from valued life roles, a sense of isolation, hopelessness, hypervigilance toward threat cues, and obstruction of a satisfying life trajectory. Dissociation has been included here as a potential alternative to hypervigilance.92 As these secondary sequelae persist, theory and empiricism suggest that they are precursors to nonacceptance or nonconfrontation (possibly exhibited through “doctor shopping” or other such behaviors), a sense of personal self-discrepancy (I think I’m a strong, trustworthy person, but am I?), diagnosable psychopathology (depression, PTSD),22,120 and hence a propensity to perceive and express greater disability. The vicious cycle continues until it is broken by appropriate support and intervention.
INTEGRATION OF RECENT AND EMERGING EVIDENCE
The purpose of this section is to provide an in-depth, but not exhaustive, narrative overview of how and why different components have been included in our proposed model.
The biomechanics held provides ample evidence supporting a link between collision parameters and potential for tissue damage46,119 that is likely to be further informed as “hard” collision data (eg, through vehicle event data recorders, dashboard-mounted cameras, Global Positioning System tracking, smartphone sensors, and other such technologies) become more accessible. While these collision and biomechanical factors have yet to be consistently associated with clinical outcomes, there can be little argument that for many people the experience of being involved in a road traffic collision (in particular, being an occupant in the vehicle that is struck) is a significant stressor80 that in our model initiates the cascade of subsequent events.
The stress response systems m humans are highly complex, integrated, and operate largely through feedback loops intended to protect the organism from further harm and, where necessary, prepare for vital survival strategies (eg, flight/fight/freeze). The unfavorable pathway in our model starts with a dysregulated or maladaptive s tress response. Tire mechanisms of such may be genetic,9,69 or may be related to conditioning through prior life experience.123 Recent work has revealed that a perception of being the victim of injustice102,103 or anger management/expression style12,16 is associated with the experience and/or expression of pain and disability that can be included at this stage. The parallel pathway indicating possible involvement of the central nervous system comes from emerging evidence that WAD shares many clinical and lab-based characteristics with either mild traumatic brain injury28 or subclinical damage to spinal white matter tracts32,93 in at least a discrete number of patients. This offers a potential alternative biological pathway for the persistence of WAD symptoms that is independent of (but likely in teracts with) the personal stress reaction.
While the signs and symptoms associated with WAD are diverse and at times confusing, the model posits potential explanatory pathways that may demystify many of the more mysterious clinical presentations. Sensory hypersensitivity has become a recognized sequela of WAD.98 Several biomarkers of stress system activity, including cortisol,83 serotonin,88 and brain-derived neurotrophic factor,124 have been associated with increased sensitivity to different stimuli, representing possible explanatory pathways between s tress and hypersensitivity. Similarly, sensory processing dysfunction (eg, light, odor, sound) is a common symptom following concussion,6,18,23 and as evidence of damage to the sensory (and motor) tracts of the cervical cord continues to emerge,25 in some patients,32 central tract damage, with or without maladaptive stress responses, could explain this local or widespread mul timodal sensory hypersensitivity.
Cognitive interference (eg, impaired concentration, memory, and higher-order functioning) is also part of the spectrum of WAD.96 The mechanisms driving these phenomena have remained unclear, but it is worth noting that they have also been associated with concussion,29 hypercortisolism,71 chronic stress,7 and PTSD,39 offering some possible insights into convergence across these related conditions and potential mechanistic pathways. Fear (of movement, pain, or the unknown) rounds out the reactions in this primary sequela stage. This is supported by the findings by Kamper and colleagues,52 who de termined that fear of movement, as measured by the Tampa Scale of Kinesiophobia, could explain 41% of the association between initial pain and 3-month disability following WAD.
Evidence to support the secondary sequelae in WAD is mixed. Sensorimotor incongruence appears to be common in persis tent WAD, such as greater joint position error,106,108,122 more difficulty maintaining static postures,107 and dizziness and nausea,108 but information on the underlying mechanisms is only starting to emerge. The most likely candidates appear to be the cervical proprioceptive afferents,24 though it is too early to exclude the possibility of damage to the vestibular apparatus or mild traumatic brain injury as a result of the event. Withdrawal from physical activity or social interaction has been described in chronic pain conditions,114 as has a preoccupation with, or hypervigilance toward, bodily sensations that may indicate harm or threat.3 Concurrent experiences include a sense of isolation and experiences of stigma from others27 that represent threats to personal self-identity.27 We urge caution here in assigning blame to the injured person in this regard; a possible mechanism for such preoccupation could be the frequent and recurrent assessments and evaluations to which people with persistent WAD are subjected, especially when their symptoms cannot be explained by traditional biomedical conceptualizations.
These incongruences, whether cognitive or somatic (mismatch between perception and reality of body), occur alongside a sense of obstruction of life trajectory and sense of nonrecovery or dissatisfaction with self. Temporally, hopelessness for a future that seems no longer within reach may manifest in depression,63 while dissociation or hypervigilance may function as precursors for anxiety disorders or PTSD.81 Depression, chronic pain, PTSD, and other such conditions have long been associated with hypothalamic-pituitary-adrenal axis dysregulation,100,104 sense of threat or victimization,70 and disturbed sleep,20,53 and so the cycle continues.
DISCUSSION AND IMPLICATIONS
We have presented an expanded stress-diathesis model of chronic WAD development that includes biological, psychological, and social considerations and allows each to interact in forming the individual response to trauma and clinical presentation. In many instances, the evidence is in its infancy, and in some cases has been refuted by other author groups.54 It has been presented in such a way as to endorse possible causal pathways, yet to stop short of nominating specific variables that should be explored, other than a few areas where the evidence appears particularly compelling or promising (eg, hypothalamic-pituitary-adrenal axis activity, certain genetic polymorphisms, catastrophic thinking). A separate intention is to combat a problematic but pervasive belief driven by what appears to be misinterpretation of cognitive models: that the development of chronic pain is the fault of the patient who is thinking wrong about his or her condition. By endorsing the concept of diatheses, we encourage recognition that no two people will respond in the exact same way to a traumatic event. Whether those reactions be driven by the experience of trauma itself, genetics, damage to key structures, prior life experiences, prevailing cultural beliefs and pressures, or (more likely) some contribution from all of these, researchers in the field are encouraged to work across traditional academic boundaries to find points of convergence that can start to unravel what continues to be a burdensome and recalcitrant problem. This will require innovation in research design and very likely a shift away from traditional randomized trials that assume equal representation of important personal factors in 2 or more treatment arms. Pragmatic trials are one means forward as a promising approach to bridge research and clinical practice.17 Even more promising is the emergence of big data and neural networks, requiring clinical researchers to collaborate with data scientists to improve predictive models that can identify potentially important interaction effects. Similarly, our model should lend greater support for “N of 1” or even qualitative research designs that can uncover potentially important patient-level factors that cannot be identified in large group mean data. An additional challenge, put forth to clinicians and policy makers, is to focus on the individual patient rather than on results of population-level or group mean data when making individual patient decisions. In an era of a fully mapped human genome, cloud computing and big data, advancing artificial intelligence, and personalized medicine, it remains surprising that many in the field continue to expect a direct association between the speed of the colliding vehicle and the magnitude of symptoms on presentation. We hope presentation of this new expanded model will usher in a new era of interdisciplinary, personalized approaches to meeting the challenge of WAD.
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