HEALTH CARE RESOURCE UTILIZATION IN MANAGEMENT OF OPIOID-NAIVE PATIENTS WITH NEWLY DIAGNOSED NECK PAIN
 
   

Health Care Resource Utilization in
Management of Opioid-Naive Patients
With Newly Diagnosed Neck Pain

This section is compiled by Frank M. Painter, D.C.
Send all comments or additions to:
    Frankp@chiro.org
 
   

FROM:   JAMA Netw Open 2022 (Jul 1); 5 (7): e2222062 ~ FULL TEXT

  OPEN ACCESS   


Michael C. Jin, BS, Michael Jensen, MD, Zeyi Zhou, BA, Adrian Rodrigues, BA, Alexander Ren, BS, Maria Isabel Barros Guinle, BA, Anand Veeravagu, MD, Corinna C. Zygourakis, MD, Atman M. Desai, MD, and John K. Ratliff, MD

Department of Neurosurgery,
Stanford University School of Medicine,
Stanford, California.



FROM:   ChiroUP 2021,   Goertz et. al, Spine J 2013

Importance:   Research has uncovered heterogeneity and inefficiencies in the management of idiopathic low back pain, but few studies have examined longitudinal care patterns following newly diagnosed neck pain.

Objective:   To understand health care utilization in patients with new-onset idiopathic neck pain.

Design, setting, and participants:   This cross-sectional study used nationally sourced longitudinal data from the IBM Watson Health MarketScan claims database (2007-2016). Participants included adult patients with newly diagnosed neck pain, no recent opioid use, and at least 1 year of continuous postdiagnosis follow-up. Exclusion criteria included prior or concomitant diagnosis of traumatic cervical disc dislocation, vertebral fractures, myelopathy, and/or cancer. Only patients with at least 1 year of prediagnosis lookback were included. Data analysis was performed from January 2021 to January 2022.

Main outcomes and measures:   The primary outcome of interest was 1-year postdiagnosis health care expenditures, including costs, opioid use, and health care service utilization. Early services were those received within 30 days of diagnosis. Multivariable regression models and regression-adjusted statistics were used.

Results:   In total, 679,030 patients (310,665 men [45.6%]) met the inclusion criteria, of whom 7,858 (1.2%) underwent surgery within 1 year of diagnosis. The mean (SD) age was 44.62 (14.87) years among nonsurgical patients and 49.69 (9.53) years among surgical patients. Adjusting for demographics and comorbidities, 1–year regression-adjusted health care costs were $24,267.55 per surgical patient and $515.69 per nonsurgical patient. Across all health care services, $95,379,949 was accounted for by nonsurgical patients undergoing early imaging who did not receive any additional conservative therapy or epidural steroid injections, for a mean (SD) of $477.53 ($1,375.60) per patient and median (IQR) of $120.60 ($20.70–$452.37) per patient. On average, patients not undergoing surgery, physical therapy, chiropractic manipulative therapy, or epidural steroid injection, who underwent either early advanced imaging (magnetic resonance imaging or computed tomography) or both early advanced and radiographic imaging, accumulated significantly elevated health care costs ($850.69 and $1181.67, respectively). Early conservative therapy was independently associated with 24.8% (95% CI, 23.5%–26.2%) lower health care costs.

Conclusions and relevance:   In this cross-sectional study, early imaging without subsequent intervention was associated with significantly increased health care spending among patients with newly diagnosed idiopathic neck pain. Early conservative therapy was associated with lower costs, even with increased frequency of therapeutic services, and may have reduced long-term care inefficiency.



From the FULL TEXT Article:

Introduction

Health care expenditures in 2016 were approximately 17.8% of the US gross domestic product. [1] US expenditures for low back and neck pain accounted for approximately $87.6 billion in 2013, with spending increasing by $57.2 billion since 1996. [2] Previous investigations [3–5] have described health care resources for new-onset low back pain, but expenditure of resources in management of idiopathic neck pain is not well understood.

The source of neck pain is multifocal and may result from degeneration of the uncovertebral and/or zygapophyseal joints, disc herniation, trauma, or myofascial pain. [6, 7] Rarer causes include tumor, infection, and inflammation. In patients presenting with new-onset neck pain, clinicians must obtain a detailed examination and history to rule out any alarming symptoms (eg, fever, myelopathy, worsening neurological deficit, or incontinence) that would warrant emergent diagnostic studies and possible intervention. [8–10] For patients with neck pain or upper extremity pain without alarming symptoms, the natural history, treatment approach, and potential need for operative management are poorly defined. [11–14]

Additional research is necessary to support care guidelines for treatment of new-onset neck pain; various clinical studies [15–18] recommend conservative treatment modalities at initial presentation. These treatment regimens include physical therapy (PT), nonsteroidal anti-inflammatory drugs, epidural steroid injections (ESIs), opioids, traction, and bracing. Most acute symptoms subside within weeks with conservative treatment. If symptoms persist beyond 6 to 12 weeks, advanced imaging (eg, computed tomography or magnetic resonance imaging [MRI]) may be considered. [19–21] However, we suspect high variability in patient management strategies may exist given the lack of consensus care guidelines. To understand care delivery efficiency, this cross-sectional study describes health care utilization and timing in opioid-naive patients with idiopathic neck pain.



Methods

      Cohort and Study Design

Data used in this study were derived from the IBM Watson Health MarketScan Database, a nationally sourced administrative claims database spanning 2007 to 2016 and encompassing more than 75 million enrollees covered by eligible health care plans that has been used to explore diverse spinal pathologies. [22–24] This study was approved by the Stanford University School of Medicine institutional review board and was conducted in accordance with Strengthening the Reporting of Observational Studies in Epidemiology (STROBE) reporting guidelines. Informed consent was not needed because the data were anonymous and publicly available, in accordance with 45 CFR §46.

All adult patients with newly diagnosed idiopathic cervical neck pain and no evidence of opioid use during the year preceding the index diagnosis date were included in our study. The index diagnosis date was denoted as the first date with a qualifying service or hospital admission indicating neck or upper extremity pain as indicated by International Classification of Diseases, Ninth Revision, coding (eTable 1 in the Supplement). Continuous follow-up extending from 1 year before the index diagnosis date to 1 year after the index diagnosis date was required for study inclusion, allowing confirmation of no prior neck pain diagnosis, no excluding diagnoses, and canvassing of comorbidities. Patients with known bone fractures, myelopathy, and/or cancer diagnoses were excluded. Those with a documented opioid prescription during the year before the index diagnosis date were excluded to differentiate acute neck pain from chronic pain syndromes. Comorbidities were included on the basis of the Elixhauser comorbidity index. [25]

Given the follow-up requirement, included patients received their initial diagnosis between 2008 and 2015. The primary outcome of interest was postindex health care costs, whereas the secondary outcome of interest was opioid use. Treatment for neck pain was defined as either PT, chiropractic manipulative therapy (CMT), ESIs, or surgery. Conservative therapy was defined as either PT or CMT. Unless explicitly noted, PT and CMT reflect categorization of services provided as defined by Current Procedural Terminology coding. Early services (either treatments, prescriptions, or imaging) were defined as those occurring within 30 days of the initial index diagnosis. Long-term opioid use was defined according to 2 criteria: either 180 prescribed-days [26] or 6 prescriptions [27] within 1 year of the index diagnosis date. The diagnosing practitioner was defined as the practitioner submitting the medical claim with an acute neck pain diagnosis on the index diagnosis date; from this claim, the submitting practitioner’s specialty was directly extracted.

Costs were defined as the total payment for all inpatient and outpatient services documented as medical claims after applying pricing guidelines such as fee schedules but before adjusting for deductibles and copayments. These were aggregated across all claims submitted during the year following the index diagnosis date. Opioid use was assessed on the basis of documented prescriptions identified as opioid receptor agonists by the American Health Formulary Service and categorized as Schedule II and III substances by the US Drug Enforcement Administration. Prescribed durations were directly extracted from the pharmaceutical claim. Only patients with plans covering outpatient pharmaceuticals were included.

      Statistical Analysis

Table 1

Data analysis was performed from January 2021 to January 2022. Group comparisons of continuous variables were performed using either the Mann-Whitney U test or t test, and comparisons of categorical variables were performed using the χ2 test of independence. Cohort matching was performed using coarsened exact matching, using a k-to-k unweighted approach, [28, 29] generating matched cohorts stratified by receipt of cervical spine surgery using covariates described in Table 1. For continuous features included in coarsened exact matching, coarsening bins were established according to the Sturge rule, K = (1 + log2N), where N indicates the number of observations and K indicates the number of bins. Regression-adjusted estimates were generated from a 2–part mixed-effects generalized linear model, E(Costs| X1… Xn) = Pr(Costs > 0, X1… Xn) × E(Costs|Costs > 0, X1… Xn) × Pr(Costs > 0| X1… Xn), which reflects the probability of any health care spending modeled using a binomial logistic regression, whereas E(Cost|Costs > 0, X1… Xn) indicates the estimated aggregate health care costs modeled using a γ generalized linear model with a log-link; E(Cost) denotes expected costs, X1… Xn denotes the number of included features, and Pr(Cost) denotes the probability of nonzero costs. Random effects were modeled at the state level to account for state-specific variations in legislation and practice patterns. Alternatively, multivariable linear regression was also used to assess contributions of diverse features to health care costs. Regression-adjusted marginal means were derived to assess the association of individual outliers with group estimates. [30] Significance was set at 2–sided P < .05. Statistical analyses and graphical representations were performed using R statistical software version 4.0.0 (R Project for Statistical Computing) and GraphPad Prism statistical software version 8 (GraphPad Software). R packages used include cem, survey, lme4, and emmeans.



Results

      Cohort Characteristics

In total, 679,030 patients (310,665 men [45.6%]) were included in our cohort (eFigure 1 in the Supplement). Of these, 7858 (1.2%) eventually underwent surgery during the year following the index diagnosis. Most of the cohort was younger than 65 years (630,273 patients [92.8%]). The mean (SD) age was 44.62 (14.87) years among nonsurgical patients and 49.69 (9.53) years among surgical patients. Surgical patients were generally older, frequently male, and had higher comorbidity burden compared with nonsurgical patients (Table 1). Among nonsurgical patients, 183,330 (27.3%) received PT, 149,807 (22.3%) received CMT, and 11,690 (1.7%) received ESIs during the year after diagnosis. Among surgical patients, 3150 (40.1%) received PT, 555 (7.1%) received CMT, and 1600 (20.4%) received ESIs. Among nonsurgical patients, 281,497 (41.9%) underwent early imaging within 30 days of the index diagnosis date. More specifically, 188,268 patients (28.1%) underwent radiography, 71,360 (10.6%) underwent advanced imaging, and 21,869 (3.3%) underwent both radiography and advanced imaging. A minority of patients pursued early PT (156,608 nonsurgical patients [23.3%] and 1482 surgical patients [18.9%]). Few patients received ESI within 1 month of the index diagnosis (4088 nonsurgical patients [0.61%] and 652 surgical patients [8.3%]). Among patients who received no treatment (surgery, PT, CMT, or ESI) for neck pain during the year following the index diagnosis, 199,737 patients (46.2%) underwent early imaging (126,973 patients [29.4%] underwent radiography only, 59,673 patients [13.8%] underwent advanced imaging only, and 13,091 patients [3.0%] underwent both).

      Long-term Costs

Table 2

During the year after the index diagnosis, nonsurgical care for patients with neck pain accounted for $346,069,711 ($515.62 per patient) and surgical care accounted for $189,826,915 ($24,157.15 per patient) in total health care expenditures. After matching patients according to demographics and comorbidities, regression-adjusted estimates of per capita health care spending were $24,267.55 per surgical patient and $515.69 per nonsurgical patient (Table 2). Compared with 600,304 nonsurgical patients (89.4%), only 3926 surgical patients (50.0%) incurred no health care costs between months 6 and 12 postdiagnosis.

Among nonsurgical patients, imaging constituted 26.0%, PT constituted 24.2%, CMT constituted 11.7%, and ESI constituted 3.8% of total costs. Among patients not receiving any treatments for neck pain (surgery, PT, CMT, or ESI), imaging constituted 36.6% of total health care spending. In total, patients undergoing early imaging but no additional treatments (surgery, PT, CMT, or ESI) accumulated $95,379,949 in health care costs during the year after the index diagnosis (199,737 nonsurgical patients [70.2%]; mean [SD], $477.53 [$1375.60] per patient; median [IQR], $120.60 [$20.70–$452.37] per patient), constituting 27.6% and 17.8% of the costs accumulated by the nonsurgical and total cohorts, respectively. Among patients who received neither surgery, PT, CMT, nor ESI, those who underwent early imaging accumulated significantly higher health care costs during the year after the index diagnosis (median [IQR], $120.60 [$20.70–$452.37] per patient vs $76.31 [$29.52–$180.64] per patient; nonparametric P < .001). This difference was marked in patients undergoing either only early advanced imaging or both early radiographic and early advanced imaging, who averaged $850.69 and $1,181.67 per patient, respectively, during the year after the index diagnosis.

Figure 1

Figure 2

Weekly health care costs were aggregated for nonsurgical patients stratified by use of early imaging, early opioids, and early conservative therapy. Use of early imaging was associated with significantly higher weekly costs, particularly among patients undergoing early advanced imaging (Figure 1A). Early opioid use was also associated with significantly higher weekly long-term health care costs (Figure 1B). Conversely, early use of conservative therapy (either CMT or PT) was associated with significantly decreased weekly health care costs (Figure 2A), ranging from 35% to 60% of average costs among patients not pursing early conservative therapy (Figure 2B). After adjusting for demographics, comorbidities, and surgery, use of early conservative therapy remained associated with 24.8% (95% CI, 23.5%–26.2%) lower long-term health care costs (eTable 2 in the Supplement).

      ESIs and Opioid Use

Figure 3

Patterns of pain-directed therapy received differed according to early clinical management approach. ESI was used more often among nonsurgical patients undergoing only early imaging than among patients receiving only early conservative therapy (5.95 cases per 100 patient-years vs 0.74 cases per patient-years). The prevalence of eventual ESI use was significantly higher among patients undergoing only imaging compared with those receiving only early conservative therapy (3.53% [95% CI, 3.46%–3.61%] vs 0.47% [95% CI, 0.43%–0.51%]; P < .001). Overall utilization of ESI during the year after neck pain onset was lowest for patients pursuing early conservative therapy (Figure 3A), no early opioids (Figure 3B), and no early imaging. Among patients eventually receiving an ESI, time to ESI was greatest among patients receiving only early conservative therapy, 131.4 days (95% CI, 123.22–139.57 days), vs 74.2 days (95% CI, 72.47–75.87 days) for those undergoing early imaging only and 72.7 days (95% CI, 69.07–76.39 days) for those receiving early conservative therapy and imaging) (both P < .001).

A total of 72,194 patients received opioids within 1 month of diagnosis. Among nonsurgical patients, 69,013 (10.3%) received opioids within 1 month of diagnosis. Long-term abstinence from opioids (ie, no opioids received during the year following initial diagnosis) was most common among nonsurgical patients receiving only early conservative therapy (81.3% vs 68.8% for those undergoing early imaging only and 73.8% for those receiving early conservative therapy and imaging). Even among patients who did eventually receive opioids, patients receiving only early conservative therapy had a later start of opioid use (157.4 days [95% CI, 156.0–158.9 days] vs 95.1 days [95% CI, 94.3–96.0 days] for those undergoing early imaging only and 128.9 days [95% CI, 126.8–131.0 days] for those receiving early conservative therapy and early imaging; both P < .001) and lower opioid burden (46.7 prescribed-days [95% CI, 44.5–48.9 prescribed-days] vs 59.8 prescribed-days [95% CI, 58.3–61.3 prescribed-days] for those undergoing early imaging only and 55.4 prescribed-days [95% CI, 53.8–56.9 prescribed-days] for those receiving neither; both P < .001). Even after adjusting for age, sex, and comorbidities, the diagnosing physician’s or practitioner’s specialty was associated with differential opioid use (eFigure 2 in the Supplement); notably, compared with those whose pain was diagnosed by family medicine physicians, patients who initiated care for neck pain with a pain medicine specialist were prescribed opioids for significantly longer (β = 23.7 prescribed-days; 95% CI, 18.9–28.4 prescribed-days).



Discussion

Health care costs for spinal disorders have increased substantially over the last several decades and are expected grow further as a greater percentage of the population ages. [31] Despite the high prevalence of neck pain in the general population, there are no established guidelines for evaluation and treatment of this common condition. The findings of this cross-sectional analysis of the IBM Watson Health MarketScan administrative claims database demonstrate that new-onset neck pain affects a diverse patient population with wide variation in treatment approaches. Slightly more than 1% of patients in this cohort underwent surgical therapy within the year after diagnosis.

Most health care spending occurred in the first 6 months following diagnosis, suggesting our cohort inclusion and exclusion criteria were successful in capturing patients with acute episodes of neck pain. Nearly 90% of nonsurgical patients did not accumulate further health care costs after the initial 6 months after diagnosis, supporting that idiopathic acute neck pain is a mostly self-limited condition. Among surgical patients, 47.2% received conservative therapy and 20.4% received ESI. The current literature remains unclear regarding the role of imaging on the diagnostic workup of new-onset neck pain. In the present study, 16.8% of patients not undergoing subsequent surgery and without evidence of tumor, fracture, trauma, or myelopathy underwent either MRI or computed tomography. More than 80% of these patients underwent imaging early after diagnosis, frequently before attempting conservative therapy. Although MRI is recommended for patients undergoing surgical intervention and those with a clinical presentation concerning for an urgent diagnosis such as tumor, concerns exist regarding incidental findings on advanced imaging and their relevance in relation to symptom onset. [32, 33] A recent meta-analysis34 comparing cervical spine MRI between subjects with and without neck pain largely found no differences and suggested few actionable radiological features. Despite this, our study demonstrated substantial treatment intensification; patients who underwent early imaging used ESI and opioids more frequently and earlier than those who received early conservative therapy. Additionally, imaging costs contribute greatly to health care expenditures. We speculate that for patients undergoing imaging without early conservative treatment, imaging often does not guide evidence-based intervention and may be superfluous. In a prior study, [4] we demonstrated similar findings in patents with newly diagnosed idiopathic lower back pain, where among nonsurgical patients receiving no additional treatment, 36.6% of total health care spending was attributable to imaging. These patients eventually accumulated nearly 2.5 times higher health care costs compared with those receiving conservative therapy. [4]

The present study shows that patients receiving early conservative therapy may encounter lower cumulative health care expenditures compared with those undergoing early imaging without receiving conservative therapy. Those receiving early conservative therapy had significantly lower rates of ESI procedures, and patients receiving conservative therapy before imaging and ESIs experienced lower health care costs and resource utilization. These findings support those of prior studies [35, 36] conducted on smaller regional cohorts suggesting that delayed and late PT may be associated with increased health care costs and increased utilization of other services with unproven effectiveness. Early conservative therapy was associated with reduced opioid use and a higher prevalence of opioid-free treatment courses. These results are concordant with prior studies with alternative definitions of early conservative therapy and emphasize the importance of prompt conservative therapy initiation regardless of other intervention. [37] Although few nonsurgical patients received conservative therapy, those who did frequently pursued conservative therapy early after diagnosis. The dichotomy between early conservative therapy or no conservative therapy may affect downstream care delivery for neck pain management.

There are few studies exploring population-level conservative therapy use among patients with neck pain. In a survey-based approach, Dikkers et al [38] identified various practitioner-related impediments toward referral of subjects with neck pain to manual therapy. The primary emphasis of that study was exploring physician hesitancy with manual therapy referrals. Such qualitative investigations offer insight into causal practitioner-related factors; however, survey-based approaches do not evaluate the quantitative effect of identified motivating factors on empirical health care utilization. Cross-sectional research using population-level data sets such as MarketScan allow investigations into actual conservative therapy application and subsequent patient outcomes, such as cumulative costs and opioid burden. Such studies have been conducted for other spinal disorders; past studies suggest patients with low back pain who saw a physical therapist at the first point of care subsequently encounter lower costs and opioid use long term. [39–41] Most published reports examining health care utilization focus on low back pain with less emphasis on new-onset idiopathic neck pain.

Overuse of opioids remains common. A study of patients undergoing total knee replacement demonstrated that conservative therapy use before and after surgery was associated with lower risk of long-term opioid use. [42] The present study shows the benefit of early conservative therapy on reducing costs and opioid use in patients with acute neck pain. Few patients in our cohort initiated opioid use after first attempting conservative pain control, suggesting that conservative therapy was largely effective in both surgical and nonsurgical patients. Comparatively, those pursuing early imaging without conservative therapy were at elevated risk of opioid use. Nonetheless, opioids retain value as salvage therapies for acute pain management and refractory pain not improved by conservative treatment. Although most patients pursuing early conservative therapy never receive subsequent opioid prescriptions, those who do remain opioid free for much longer than conservative therapy–naive patients. Patients receiving early conservative therapy who do receive opioids were prescribed opioids for shorter durations than those not receiving early conservative therapy, suggesting that the use of opioids by these patients may be primarily for acute pain flares rather than long-term pain management. Finally, our findings on the association of practitioner specialty with opioid use are congruent with those presented in Azad et al. [40] In our study, patients who initiated health care management with a pain medicine specialist accumulated significantly higher opioid use, whereas those initiating care with same-day physical therapy or chiropractor visits tended to accumulate lowest opioid use.

      Limitations

Limitations of this study include those inherent to all retrospective studies. Although we used multivariable models and regression-adjusted measures to reduce the effect of confounding features, there are likely uncollected and unavailable covariates that also influences the outcomes collected in our study. Although our study uses a big data approach that offers a geographically diverse assessment of care practices and outcomes, a potential weakness is the possibility of miscoded or missing values (which cannot be augmented using clinical records). Our study only includes subjects captured by the MarketScan database, so uninsured patients and those covered under public programs such as Medicaid were not available for analysis. Granularity of the features included in our study was limited to those coded for by either International Classification of Diseases, Ninth Revision, International Statistical Classification of Diseases and Related Health Problems, Tenth Revision, or Current Procedural Terminology coding. Furthermore, although large data sets such as the one included in our study allow for increased statistical power, interpretation of significant P values should be accompanied by evaluation of absolute and relative differences in the summary statistics of interest. [43]



Conclusions

In this cohort of patients with acute neck pain without urgent diagnoses, early imaging followed by no further interventions contributed more than $100 million annually to health care expenditures. Early conservative therapy was associated with reduced long-term health care costs and opioid use. Early advanced imaging was associated with high costs, even among patients not receiving subsequent surgery, PT, CMT, or ESI. Timing of imaging and conservative therapy were associated with differential long-term patterns of care, suggesting certain care sequences alter the efficiency of health care delivery.


Supplement

E Tables and E Figures (220K, pdf)



References:

  1. Papanicolas I, Woskie LR, Jha AK.
    Health care spending in the United States and other high-income countries.
    JAMA. 2018;319(10):1024-1039.
    doi: 10.1001/jama.2018.1150

  2. Dieleman JL, Baral R, Birger M, et al.
    US Spending on Personal Health Care and Public Health, 1996-2013
    JAMA 2016 (Dec 27); 316 (24): 2627-2646

  3. Jin MC, Azad TD, Fatemi P, et al..
    Defining and describing treatment heterogeneity in new-onset idiopathic
    lower back and extremity pain through reconstruction of longitudinal care sequences.
    Spine J. 2021;316(12):P1993-P2002.
    doi: 10.1016/j.spinee.2021.05.019

  4. Kim LH, Vail D, Azad TD et al.
    Expenditures and Health Care Utilization Among Adults
    with Newly Diagnosed Low Back and Lower Extremity Pain

    JAMA Network Open 2019 (May 3); 2 (5): e193676

  5. Azad TD, Zhang Y, Stienen MN, et al..
    Patterns of opioid and benzodiazepine use in opioid-naïve patients
    with newly diagnosed low back and lower extremity pain.
    J Gen Intern Med. 2020;35(1):291-297.
    doi: 10.1007/s11606-019-05549-8

  6. Dwyer A, Aprill C, Bogduk N.
    Cervical zygapophyseal joint pain patterns. I: a study in normal volunteers.
    Spine (Phila Pa 1976). 1990;15(6):453-457.
    doi: 10.1097/00007632-199006000-00004

  7. Travell JG, Simons DG.
    Myofascial Pain and Dysfunction:
    The Trigger Point Manual. Vol 2.
    Lippincott Williams & Wilkins; 1983.

  8. Leerar PJ, Boissonnault W, Domholdt E, Roddey T.
    Documentation of red flags by physical therapists for patients with low back pain.
    J Man Manip Ther. 2007;15(1):42-49.
    doi: 10.1179/106698107791090105

  9. Misailidou V, Malliou P, Beneka A, Karagiannidis A, Godolias G.
    Assessment of Patients With Neck Pain: A Review of Definitions,
    Selection Criteria, and Measurement Tools

    J Chiropractic Medicine 2010 (Jun); 9 (2): 49–59

  10. Downie A, Williams CM, Henschke N, et al..
    Red flags to screen for malignancy and fracture in patients with
    low back pain: systematic review.
    BMJ. 2013;347:f7095. doi: 10.1136/bmj.f7095

  11. Vernon HT, Humphreys BK, Hagino CA.
    A systematic review of conservative treatments for acute neck pain not due to whiplash.
    J Manipulative Physiol Ther. 2005;28(6):443-448.
    doi: 10.1016/j.jmpt.2005.06.011

  12. Schroeder J, Kaplan L, Fischer DJ, Skelly AC.
    The outcomes of manipulation or mobilization therapy compared with
    physical therapy or exercise for neck pain: a systematic review.
    Evid Based Spine Care J. 2013;4(1):30-41.
    doi: 10.1055/s-0033-1341605

  13. Carragee EJ, Hurwitz EL, Cheng I, Carroll LJ, Nordin M, Guzman J, et al.
    Treatment of Neck Pain: Injections and Surgical Interventions:
    Results of the Bone and Joint Decade 2000–2010 Task Force
    on Neck Pain and Its Associated Disorders

    Spine (Phila Pa 1976). 2008 (Feb 15); 33 (4 Suppl): S153–169

  14. van Middelkoop M, Rubinstein SM, Ostelo R, et al..
    Surgery versus conservative care for neck pain:
    a systematic review.
    Eur Spine J. 2013;22(1):87-95.
    doi: 10.1007/s00586-012-2553-z

  15. Cohen SP, Hooten WM.
    Advances in the diagnosis and management of neck pain.
    BMJ. 2017;358:j3221. doi: 10.1136/bmj.j3221

  16. Gross AR, Goldsmith C, Hoving JL, et al.
    Conservative Management of Mechanical Neck Disorders:
    A Systematic Review

    J Rheumatol 2007 (May); 34 (5): 1083–1102

  17. Miller J, Gross A, D'Sylva J, et al.
    Manual Therapy and Exercise for Neck Pain: A Systematic Review
    Man Ther. 2010 (Aug); 15 (4): 334–354

  18. Carragee EJ.
    Continuing debate: validity and utility of magnetic resonance imaging
    of the upper cervical spine after whiplash exposure.
    Spine J. 2009;9(9):778-779.
    doi: 10.1016/j.spinee.2009.06.003

  19. Feng FL, Schofferman J.
    Chronic neck pain and cervicogenic headaches.
    Curr Treat Options Neurol. 2003;5(6):493-498.
    doi: 10.1007/s11940-996-0017-7

  20. Cohen SP.
    Epidemiology, diagnosis, and treatment of neck pain.
    Mayo Clin Proc. 2015;90(2):284-299.
    doi: 10.1016/j.mayocp.2014.09.008

  21. McDonald MA, Kirsch CFE, Amin BY, et al.;
    Expert Panel on Neurological Imaging .
    ACR Appropriateness Criteria® cervical neck pain or cervical radiculopathy.
    J Am Coll Radiol. 2019;16(5S):S57-S76.
    doi: 10.1016/j.jacr.2019.02.023

  22. Fatemi P, Zhang Y, Ho A, et al..
    Opioid use in adults with low back or lower extremity pain
    who undergo spine surgical treatment within 1 year of diagnosis.
    Spine (Phila Pa 1976). 2020;45(24):1725-1735.
    doi: 10.1097/BRS.0000000000003663

  23. Jin MC, Ho AL, Feng AY, et al..
    Predictive modeling of long-term opioid and benzodiazepine use
    after intradural tumor resection.
    Spine J. 2021;21(10):1687-1699.
    doi: 10.1016/j.spinee.2020.10.010

  24. Karhade AV, Larsen AMG, Cote DJ, Dubois HM, Smith TR.
    National databases for neurosurgical outcomes research:
    options, strengths, and limitations.
    Neurosurgery. 2018;83(3):333-344.
    doi: 10.1093/neuros/nyx408

  25. Elixhauser A, Steiner C, Harris DR, Coffey RM.
    Comorbidity measures for use with administrative data.
    Med Care. 1998;36(1):8-27.
    doi: 10.1097/00005650-199801000-00004

  26. Barnett ML, Olenski AR, Jena AB.
    Opioid-prescribing patterns of emergency physicians and risk of long-term use.
    N Engl J Med. 2017;376(7):663-673.
    doi: 10.1056/NEJMsa1610524

  27. Deyo RA, Hallvik SE, Hildebran C, et al..
    Association between initial opioid prescribing patterns and subsequent
    long-term use among opioid-naïve patients: a statewide retrospective cohort study.
    J Gen Intern Med. 2017;32(1):21-27.
    doi: 10.1007/s11606-016-3810-3

  28. Iacus SM, King G, Porro G.
    Causal inference without balance checking:
    coarsened exact matching.
    Polit Anal. 2012;20(1):1-24.
    doi: 10.1093/pan/mpr013

  29. King G, Nielsen R.
    Why propensity scores should not be used for matching.
    Polit Anal. 2019;27(4):435-454.
    doi: 10.1017/pan.2019.11

  30. Searle SR, Speed FM, Milliken GA.
    Population marginal means in the linear model:
    an alternative to least squares means.
    Am Stat. 1980;34(4):216-221.
    doi: 10.2307/2684063

  31. Davis MA, Onega T, Weeks WB, Lurie JD.
    Where the United States Spends its Spine Dollars:
    Expenditures on Different Ambulatory Services
    for the Management of Back and Neck Conditions

    Spine (Phila Pa 1976). 2012 (Sep 1); 37 (19): 1693–1701

  32. Matsumoto M, Fujimura Y, Suzuki N, et al..
    MRI of cervical intervertebral discs in asymptomatic subjects.
    J Bone Joint Surg Br. 1998;80(1):19-24.
    doi: 10.1302/0301-620X.80B1.0800019

  33. Lehto IJ, Tertti MO, Komu ME, Paajanen HE, Tuominen J, Kormano MJ.
    Age-related MRI changes at 0.1 T in cervical discs in asymptomatic subjects.
    Neuroradiology. 1994;36(1):49-53.
    doi: 10.1007/BF00599196

  34. Farrell SF, Smith AD, Hancock MJ, Webb AL, Sterling M.
    Cervical spine findings on MRI in people with neck pain compared with
    pain-free controls: a systematic review and meta-analysis.
    J Magn Reson Imaging. 2019;49(6):1638-1654.
    doi: 10.1002/jmri.26567

  35. Horn ME, Fritz JM.
    Timing of physical therapy consultation on 1-year healthcare utilization and costs
    in patients seeking care for neck pain: a retrospective cohort.
    BMC Health Serv Res. 2018;18(1):887.
    doi: 10.1186/s12913-018-3699-0

  36. Horn ME, Brennan GP, George SZ, Harman JS, Bishop MD.
    A value proposition for early physical therapist management of neck pain:
    a retrospective cohort analysis.
    BMC Health Serv Res. 2016;16:253.
    doi: 10.1186/s12913-016-1504-5

  37. Sun E, Moshfegh J, Rishel CA, Cook CE, Goode AP, George SZ.
    Association of early physical therapy with long-term opioid use among
    opioid-naive patients with musculoskeletal pain.
    JAMA Netw Open. 2018;1(8):e185909.
    doi: 10.1001/jamanetworkopen.2018.5909

  38. Dikkers MF, Westerman MJ, Rubinstein SM, van Tulder MW, Anema JR.
    Why neck pain patients are not referred to manual therapy:
    a qualitative study among Dutch primary care stakeholders.
    PLoS One. 2016;11(6):e0157465.
    doi: 10.1371/journal.pone.0157465

  39. Frogner BK, Harwood K, Andrilla CHA, Schwartz M, Pines JM.
    Physical therapy as the first point of care to treat low back pain:
    an instrumental variables approach to estimate impact on opioid
    prescription, health care utilization, and costs.
    Health Serv Res. 2018;53(6):4629-4646.
    doi: 10.1111/1475-6773.12984

  40. Azad TD, Vail D, Bentley J, et al..
    Initial provider specialty is associated with long-term opiate use
    in patients with newly diagnosed low back and lower extremity pain.
    Spine (Phila Pa 1976). 2019;44(3):211-218.
    doi: 10.1097/BRS.0000000000002840

  41. Fritz JM, Brennan GP, Hunter SJ.
    Physical therapy or advanced imaging as first management strategy following
    a new consultation for low back pain in primary care: associations
    with future health care utilization and charges.
    Health Serv Res. 2015;50(6):1927-1940.
    doi: 10.1111/1475-6773.12301

  42. Aoyagi K, Neogi T, Peloquin C, et al..
    Association of physical therapy interventions with
    long-term opioid use after total knee replacement.
    JAMA Netw Open. 2021;4(10):e2131271. doi: 10.1001/jamanetworkopen.2021.31271

  43. Lin M, Lucas HC Jr, Shmueli G.
    Research commentary—too big to fail: large samples and the P value problem.
    Inf Syst Res. 2013;24(4):906-917.
    doi: 10.1287/isre.2013.0480

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