Skip to main content
Top
Published in: BMC Musculoskeletal Disorders 1/2020

01-12-2020 | Care | Research article

Predictors of visit frequency for patients using ongoing chiropractic care for chronic low back and chronic neck pain; analysis of observational data

Authors: Patricia M. Herman, Sarah E. Edgington, Eric L. Hurwitz, Ian D. Coulter

Published in: BMC Musculoskeletal Disorders | Issue 1/2020

Login to get access

Abstract

Background

Chronic spinal pain is prevalent, expensive and long-lasting. Several provider-based nonpharmacologic therapies have now been recommended for chronic low-back pain (CLBP) and chronic neck pain (CNP). However, healthcare and coverage policies provide little guidance or evidence regarding the long-term use of this care. To provide one glimpse into the long-term use of nonpharmacologic provider-based care, this study examines the predictors of visit frequency in a large sample of patients with CLBP and CNP using ongoing chiropractic care.

Methods

Observational data were collected from a large national sample of chiropractic patients in the US with non-specific CLBP and CNP. Visit frequency was defined as average number of chiropractic visits per month over the 3-month study period. Potential baseline predictor variables were entered into two sets of multi-level models according to a defined causal theory—in this case, Anderson’s Behavioral Model of Health Services Use.

Results

Our sample included 852 patients with CLBP and 705 with CNP. Visit frequency varied significantly by chiropractor/clinic, so our models controlled for this clustering. Patients with either condition used an average of 2.3 visits per month. In the final models visit frequency increased (0.44 visits per month, p = .008) for those with CLBP and some coverage for chiropractic, but coverage had little effect on visits for patients with CNP. Patients with worse function or just starting care also had more visits and those near to ending care had fewer visits. However, visit frequency was also determined by the chiropractor/clinic where treatment was received. Chiropractors who reported seeing more patients per day also had patients with higher visit frequency, and the patients of chiropractors with 20 to 30 years of experience had fewer visits per month. In addition, after controlling for both patient and chiropractor characteristics, the state in which care was received made a difference, likely through state-level policies and regulations.

Conclusions

Chiropractic patients with CLBP and CNP use a range of visit frequencies for their ongoing care. The predictors of these frequencies could be useful for understanding and developing policies for ongoing provider-based care.
Appendix
Available only for authorised users
Literature
1.
go back to reference Johannes CB, Le TK, Zhou X, Johnston JA, Dworkin RH. The prevalence of chronic pain in United States adults: results of an internet-based survey. J Pain. 2010;11(11):1230–9.PubMedCrossRef Johannes CB, Le TK, Zhou X, Johnston JA, Dworkin RH. The prevalence of chronic pain in United States adults: results of an internet-based survey. J Pain. 2010;11(11):1230–9.PubMedCrossRef
2.
go back to reference Institute of Medicine. Relieving Pain in America: a blueprint for transforming prevention, care, education, and research. Washington, DC: The National Academies Press; 2011. Institute of Medicine. Relieving Pain in America: a blueprint for transforming prevention, care, education, and research. Washington, DC: The National Academies Press; 2011.
3.
4.
go back to reference Freburger JK, Holmes GM, Agans RP, Jackman AM, Darter JD, Wallace AS, et al. The rising prevalence of chronic low back pain. Arch Intern Med. 2009;169(3):251–8.PubMedPubMedCentralCrossRef Freburger JK, Holmes GM, Agans RP, Jackman AM, Darter JD, Wallace AS, et al. The rising prevalence of chronic low back pain. Arch Intern Med. 2009;169(3):251–8.PubMedPubMedCentralCrossRef
5.
go back to reference Webb R, Brammah T, Lunt M, Urwin M, Allison T, Symmons D. Prevalence and predictors of intense, chronic, and disabling neck and back pain in the UK general population. Spine. 2003;28(11):1195–202.PubMed Webb R, Brammah T, Lunt M, Urwin M, Allison T, Symmons D. Prevalence and predictors of intense, chronic, and disabling neck and back pain in the UK general population. Spine. 2003;28(11):1195–202.PubMed
6.
7.
go back to reference Guez M, Hildingsson C, Nilsson M, Toolanen G. The prevalence of neck pain. Acta Orthop Scand. 2002;73(4):455–9.PubMedCrossRef Guez M, Hildingsson C, Nilsson M, Toolanen G. The prevalence of neck pain. Acta Orthop Scand. 2002;73(4):455–9.PubMedCrossRef
8.
go back to reference Cassidy JD, Cote P, Carroll LJ, Kristman V. Incidence and course of low back pain episodes in the general population. Spine. 2005;30(24):2817–23.PubMedCrossRef Cassidy JD, Cote P, Carroll LJ, Kristman V. Incidence and course of low back pain episodes in the general population. Spine. 2005;30(24):2817–23.PubMedCrossRef
9.
go back to reference Hestbaek L, Leboeuf-Yde C, Manniche C. Low back pain: what is the long-term course? A review of studies of general patient populations. Eur Spine J. 2003;12(2):149–65.PubMedPubMedCentralCrossRef Hestbaek L, Leboeuf-Yde C, Manniche C. Low back pain: what is the long-term course? A review of studies of general patient populations. Eur Spine J. 2003;12(2):149–65.PubMedPubMedCentralCrossRef
10.
go back to reference Hogg-Johnson S, Van Der Velde G, Carroll LJ, Holm LW, Cassidy JD, Guzman J, et al. The burden and determinants of neck pain in the general population. Eur Spine J. 2008;17(1):39–51.PubMedCentralCrossRef Hogg-Johnson S, Van Der Velde G, Carroll LJ, Holm LW, Cassidy JD, Guzman J, et al. The burden and determinants of neck pain in the general population. Eur Spine J. 2008;17(1):39–51.PubMedCentralCrossRef
11.
go back to reference Tsang A, Von Korff M, Lee S, Alonso J, Karam E, Angermeyer MC, et al. Common chronic pain conditions in developed and developing countries: gender and age differences and comorbidity with depression-anxiety disorders. J Pain. 2008;9(10):883–91.PubMedCrossRef Tsang A, Von Korff M, Lee S, Alonso J, Karam E, Angermeyer MC, et al. Common chronic pain conditions in developed and developing countries: gender and age differences and comorbidity with depression-anxiety disorders. J Pain. 2008;9(10):883–91.PubMedCrossRef
12.
go back to reference Gore M, Sadosky A, Stacey BR, Tai K-S, Leslie D. The burden of chronic low back pain: clinical comorbidities, treatment patterns, and health care costs in usual care settings. Spine. 2012;37(11):E668–E77.PubMedCrossRef Gore M, Sadosky A, Stacey BR, Tai K-S, Leslie D. The burden of chronic low back pain: clinical comorbidities, treatment patterns, and health care costs in usual care settings. Spine. 2012;37(11):E668–E77.PubMedCrossRef
13.
go back to reference Martin BI, Deyo RA, Mirza SK, Turner JA, Comstock BA, Hollingworth W, et al. Expenditures and health status among adults with back and neck problems. JAMA. 2008;299(6):656–64.PubMedCrossRef Martin BI, Deyo RA, Mirza SK, Turner JA, Comstock BA, Hollingworth W, et al. Expenditures and health status among adults with back and neck problems. JAMA. 2008;299(6):656–64.PubMedCrossRef
14.
go back to reference Stewart WF, Ricci JA, Chee E, Morganstein D, Lipton R. Lost productive time and cost due to common pain conditions in the US workforce. JAMA. 2003;290(18):2443–54.PubMedCrossRef Stewart WF, Ricci JA, Chee E, Morganstein D, Lipton R. Lost productive time and cost due to common pain conditions in the US workforce. JAMA. 2003;290(18):2443–54.PubMedCrossRef
15.
go back to reference Herman PM, Kommareddi M, Sorbero ME, Rutter CM, Hays RD, Hilton LG, et al. Characteristics of chiropractic patients being treated for chronic low back and chronic neck pain. J Manip Physiol Ther. 2018;41(6):445–55.CrossRef Herman PM, Kommareddi M, Sorbero ME, Rutter CM, Hays RD, Hilton LG, et al. Characteristics of chiropractic patients being treated for chronic low back and chronic neck pain. J Manip Physiol Ther. 2018;41(6):445–55.CrossRef
16.
go back to reference Knauer SR, Freburger JK, Carey TS. Chronic low back pain among older adults: a population-based perspective. J Aging Health. 2010;22(8):1213–34.PubMedCrossRef Knauer SR, Freburger JK, Carey TS. Chronic low back pain among older adults: a population-based perspective. J Aging Health. 2010;22(8):1213–34.PubMedCrossRef
17.
go back to reference Verkerk K, Luijsterburg P, Heymans M, Ronchetti I, Pool-Goudzwaard A, Miedema H, et al. Prognosis and course of pain in patients with chronic non-specific low back pain: a 1-year follow-up cohort study. Eur J Pain. 2015;19(8):1101–10.PubMedCrossRef Verkerk K, Luijsterburg P, Heymans M, Ronchetti I, Pool-Goudzwaard A, Miedema H, et al. Prognosis and course of pain in patients with chronic non-specific low back pain: a 1-year follow-up cohort study. Eur J Pain. 2015;19(8):1101–10.PubMedCrossRef
18.
go back to reference Evans R, Bronfort G, Nelson B, Goldsmith CH. Two-year follow-up of a randomized clinical trial of spinal manipulation and two types of exercise for patients with chronic neck pain. Spine. 2002;27(21):2383–9.PubMedCrossRef Evans R, Bronfort G, Nelson B, Goldsmith CH. Two-year follow-up of a randomized clinical trial of spinal manipulation and two types of exercise for patients with chronic neck pain. Spine. 2002;27(21):2383–9.PubMedCrossRef
19.
go back to reference Niemistö L, Lahtinen-Suopanki T, Rissanen P, Lindgren K-A, Sarna S, Hurri H. A randomized trial of combined manipulation, stabilizing exercises, and physician consultation compared to physician consultation alone for chronic low back pain. Spine. 2003;28(19):2185–91.PubMedCrossRef Niemistö L, Lahtinen-Suopanki T, Rissanen P, Lindgren K-A, Sarna S, Hurri H. A randomized trial of combined manipulation, stabilizing exercises, and physician consultation compared to physician consultation alone for chronic low back pain. Spine. 2003;28(19):2185–91.PubMedCrossRef
20.
go back to reference Ivanova JI, Birnbaum HG, Schiller M, Kantor E, Johnstone BM, Swindle RW. Real-world practice patterns, health-care utilization, and costs in patients with low back pain: the long road to guideline-concordant care. Spine J. 2011;11(7):622–32.PubMedCrossRef Ivanova JI, Birnbaum HG, Schiller M, Kantor E, Johnstone BM, Swindle RW. Real-world practice patterns, health-care utilization, and costs in patients with low back pain: the long road to guideline-concordant care. Spine J. 2011;11(7):622–32.PubMedCrossRef
21.
go back to reference National Pain Strategy Task Force. National Pain Strategy: A Comprehensive Population Health-Level Strategy for Pain. Bethesda, MD: Interagency Pain Research Coordinating Committee (IPRCC), National Institutes of Health (NIH); 2015. National Pain Strategy Task Force. National Pain Strategy: A Comprehensive Population Health-Level Strategy for Pain. Bethesda, MD: Interagency Pain Research Coordinating Committee (IPRCC), National Institutes of Health (NIH); 2015.
22.
go back to reference Qaseem A, Wilt TJ, McLean RM, Forciea MA. Noninvasive treatments for acute, subacute, and chronic low back pain: a clinical practice guideline from the American College of Physicians. Ann Intern Med. 2017;166(7):514–30.PubMedCrossRef Qaseem A, Wilt TJ, McLean RM, Forciea MA. Noninvasive treatments for acute, subacute, and chronic low back pain: a clinical practice guideline from the American College of Physicians. Ann Intern Med. 2017;166(7):514–30.PubMedCrossRef
23.
go back to reference The Diagnosis and Treatment of Low Back Pain Work Group. VA/DoD Clinical Practice Guideline for Diagnosis and Treatment of Low Back Pain, Version 2.0. Washington, DC: The Office of Quality, Safety and Value, VA, & Office of Evidence Based Practice, U.S. Army Medical Command; 2017. The Diagnosis and Treatment of Low Back Pain Work Group. VA/DoD Clinical Practice Guideline for Diagnosis and Treatment of Low Back Pain, Version 2.0. Washington, DC: The Office of Quality, Safety and Value, VA, & Office of Evidence Based Practice, U.S. Army Medical Command; 2017.
24.
go back to reference U.S. Department of Health and Human Services. Pain Management Best Practices Inter-Agency Task Force Report: Updates, Gaps, Inconsistencies, and Recommendations. Washington, DC: U. S. Department of Health and Human Services; 2019 May. U.S. Department of Health and Human Services. Pain Management Best Practices Inter-Agency Task Force Report: Updates, Gaps, Inconsistencies, and Recommendations. Washington, DC: U. S. Department of Health and Human Services; 2019 May.
25.
go back to reference Goertz CM, George SZ. Insurer Coverage of Nonpharmacological Treatments for Low Back Pain—Time for a Change. JAMA Network Open. 2018;1(6):e183037-e. Goertz CM, George SZ. Insurer Coverage of Nonpharmacological Treatments for Low Back Pain—Time for a Change. JAMA Network Open. 2018;1(6):e183037-e.
26.
go back to reference Heyward J, Jones CM, Compton WM, Lin DH, Losby JL, Murimi IB, et al. Coverage of nonpharmacologic treatments for low back pain among US public and private insurers. JAMA Network Open. 2018;1(6):e183044-e. Heyward J, Jones CM, Compton WM, Lin DH, Losby JL, Murimi IB, et al. Coverage of nonpharmacologic treatments for low back pain among US public and private insurers. JAMA Network Open. 2018;1(6):e183044-e.
27.
go back to reference Schatman ME. The role of the health insurance industry in perpetuating suboptimal pain management. Pain Med. 2011;12(3):415–26.PubMedCrossRef Schatman ME. The role of the health insurance industry in perpetuating suboptimal pain management. Pain Med. 2011;12(3):415–26.PubMedCrossRef
28.
go back to reference Gonen JS. Neither prevention nor cure: managed care for women with chronic conditions. Womens Health Issues. 1999;9(2):68S–78S.PubMedCrossRef Gonen JS. Neither prevention nor cure: managed care for women with chronic conditions. Womens Health Issues. 1999;9(2):68S–78S.PubMedCrossRef
29.
go back to reference Bishai D, Paina L, Li Q, Peters DH, Hyder AA. Advancing the application of systems thinking in health: why cure crowds out prevention. Health research policy and systems. 2014;12(1):28.PubMedPubMedCentralCrossRef Bishai D, Paina L, Li Q, Peters DH, Hyder AA. Advancing the application of systems thinking in health: why cure crowds out prevention. Health research policy and systems. 2014;12(1):28.PubMedPubMedCentralCrossRef
30.
go back to reference Globe GA, Morris CE, Whalen WM, Farabaugh RJ, Hawk C. Chiropractic management of low back disorders: report from a consensus process. J Manip Physiol Ther. 2008;31(9):651–8.CrossRef Globe GA, Morris CE, Whalen WM, Farabaugh RJ, Hawk C. Chiropractic management of low back disorders: report from a consensus process. J Manip Physiol Ther. 2008;31(9):651–8.CrossRef
31.
go back to reference Globe G, Farabaugh RJ, Hawk C, Morris CE, Baker G, Whalen WM, et al. Clinical practice guideline: chiropractic care for low back pain. J Manip Physiol Ther. 2016;39(1):1–22.CrossRef Globe G, Farabaugh RJ, Hawk C, Morris CE, Baker G, Whalen WM, et al. Clinical practice guideline: chiropractic care for low back pain. J Manip Physiol Ther. 2016;39(1):1–22.CrossRef
32.
go back to reference Farabaugh RJ, Dehen MD, Hawk C. Management of chronic spine-related conditions: consensus recommendations of a multidisciplinary panel. J Manip Physiol Ther. 2010;33(7):484–92.CrossRef Farabaugh RJ, Dehen MD, Hawk C. Management of chronic spine-related conditions: consensus recommendations of a multidisciplinary panel. J Manip Physiol Ther. 2010;33(7):484–92.CrossRef
33.
go back to reference Colorado Division of Workers' Compensation. Low back pain medical treatment guidelines. Denver, CO: Colorado Division of Workers' Compensation; 2014 Feb 3. Colorado Division of Workers' Compensation. Low back pain medical treatment guidelines. Denver, CO: Colorado Division of Workers' Compensation; 2014 Feb 3.
34.
go back to reference Colorado Division of Workers' Compensation. Cervical spine injury medical treatment guidelines. Denver, CO: Colorado Division of Workers' Compensation; 2014 Feb 3. Colorado Division of Workers' Compensation. Cervical spine injury medical treatment guidelines. Denver, CO: Colorado Division of Workers' Compensation; 2014 Feb 3.
35.
go back to reference Canadian Chiropractic Association and Canadian Federation of Chiropractic Regulatory Boards Clinical Practice Guidelines Development Initiative Guidelines Development Committee. Chiropractic clinical practice guideline: evidence-based treatment of adult neck pain not due to whiplash. The Journal of the Canadian Chiropractic Association 2005;49(3):158–209. Canadian Chiropractic Association and Canadian Federation of Chiropractic Regulatory Boards Clinical Practice Guidelines Development Initiative Guidelines Development Committee. Chiropractic clinical practice guideline: evidence-based treatment of adult neck pain not due to whiplash. The Journal of the Canadian Chiropractic Association 2005;49(3):158–209.
36.
go back to reference California Division of Workers' Compensation. Medical Treatment Utilization Schedule (MTUS) Chronic Pain Medical Treatment Guidelines Sacramento, CA: State of California; 2016. California Division of Workers' Compensation. Medical Treatment Utilization Schedule (MTUS) Chronic Pain Medical Treatment Guidelines Sacramento, CA: State of California; 2016.
37.
go back to reference Penney LS, Ritenbaugh C, DeBar LL, Elder C, Deyo RA. Provider and patient perspectives on opioids and alternative treatments for managing chronic pain: a qualitative study. BMC Fam Pract. 2016;17(1):164.CrossRef Penney LS, Ritenbaugh C, DeBar LL, Elder C, Deyo RA. Provider and patient perspectives on opioids and alternative treatments for managing chronic pain: a qualitative study. BMC Fam Pract. 2016;17(1):164.CrossRef
38.
go back to reference Martin BI, Gerkovich MM, Deyo RA, Sherman KJ, Cherkin DC, Lind BK, et al. The association of complementary and alternative medicine use and health care expenditures for back and neck problems. Med Care. 2012;50(12):1029–36.PubMedPubMedCentralCrossRef Martin BI, Gerkovich MM, Deyo RA, Sherman KJ, Cherkin DC, Lind BK, et al. The association of complementary and alternative medicine use and health care expenditures for back and neck problems. Med Care. 2012;50(12):1029–36.PubMedPubMedCentralCrossRef
39.
go back to reference Coulter ID, Shekelle PG. Chiropractic in North America: a descriptive analysis. J Manip Physiol Ther. 2005;28(2):83–9.CrossRef Coulter ID, Shekelle PG. Chiropractic in North America: a descriptive analysis. J Manip Physiol Ther. 2005;28(2):83–9.CrossRef
40.
go back to reference Hurwitz EL, Coulter ID, Adams AH, Genovese BJ, Shekelle PG. Use of chiropractic services from 1985 through 1991 in the United States and Canada. Am J Public Health. 1998;88(5):771–6.PubMedPubMedCentralCrossRef Hurwitz EL, Coulter ID, Adams AH, Genovese BJ, Shekelle PG. Use of chiropractic services from 1985 through 1991 in the United States and Canada. Am J Public Health. 1998;88(5):771–6.PubMedPubMedCentralCrossRef
41.
go back to reference Mootz RD, Cherkin DC, Odegard CE, Eisenberg DM, Barassi JP, Deyo RA. Characteristics of chiropractic practitioners, patients, and encounters in Massachusetts and Arizona. J Manip Physiol Ther. 2005;28(9):645–53.CrossRef Mootz RD, Cherkin DC, Odegard CE, Eisenberg DM, Barassi JP, Deyo RA. Characteristics of chiropractic practitioners, patients, and encounters in Massachusetts and Arizona. J Manip Physiol Ther. 2005;28(9):645–53.CrossRef
42.
go back to reference Stevans JM, Zodet MW. Clinical, demographic, and geographic determinants of variation in chiropractic episodes of care for adults using the 2005-2008 medical expenditure panel survey. J Manip Physiol Ther. 2012;35(8):589–99.CrossRef Stevans JM, Zodet MW. Clinical, demographic, and geographic determinants of variation in chiropractic episodes of care for adults using the 2005-2008 medical expenditure panel survey. J Manip Physiol Ther. 2012;35(8):589–99.CrossRef
43.
go back to reference Herman PM, Edgington SE, Ryan GW, Coulter ID. Prevalence and Characteristics of Chronic Spinal Pain Patients with Different Hopes (Treatment Goals) for Ongoing Chiropractic Care. J Altern Complement Med. 2019;[Published online ahead of print](DOI:https://doi.org/10.1089/acm.2019.0247). Herman PM, Edgington SE, Ryan GW, Coulter ID. Prevalence and Characteristics of Chronic Spinal Pain Patients with Different Hopes (Treatment Goals) for Ongoing Chiropractic Care. J Altern Complement Med. 2019;[Published online ahead of print](DOI:https://​doi.​org/​10.​1089/​acm.​2019.​0247).
44.
go back to reference Herman PM, Luoto JE, Kommareddi M, Sorbero ME, Coulter ID. Patient willingness to pay (WTP) for reductions in chronic low back pain and chronic neck pain. J Pain. 2019;[in press]. Herman PM, Luoto JE, Kommareddi M, Sorbero ME, Coulter ID. Patient willingness to pay (WTP) for reductions in chronic low back pain and chronic neck pain. J Pain. 2019;[in press].
45.
go back to reference Fairbank JCT, Couper J, Davies JB, O’Brien JP. The Oswestry low back pain disability questionnaire. Physiotherapy. 1980;66(8):271–3.PubMed Fairbank JCT, Couper J, Davies JB, O’Brien JP. The Oswestry low back pain disability questionnaire. Physiotherapy. 1980;66(8):271–3.PubMed
46.
go back to reference Vernon H. The neck disability index: state-of-the-art, 1991-2008. J Manip Physiol Ther. 2008;31(7):491–502.CrossRef Vernon H. The neck disability index: state-of-the-art, 1991-2008. J Manip Physiol Ther. 2008;31(7):491–502.CrossRef
47.
go back to reference Hays RD, Spritzer KL, Sherbourne CD, Ryan GW, Coulter ID. Group and individual-level change on health-related quality of life in chiropractic patients with chronic low Back or neck Pain. Spine. 2019;44(9):647–51.PubMedPubMedCentralCrossRef Hays RD, Spritzer KL, Sherbourne CD, Ryan GW, Coulter ID. Group and individual-level change on health-related quality of life in chiropractic patients with chronic low Back or neck Pain. Spine. 2019;44(9):647–51.PubMedPubMedCentralCrossRef
48.
go back to reference Coulter ID, Herman PM, Ryan GW, Hays RD, Hilton LG, Whitley MD. Researching the appropriateness of care in the complementary and integrative health (CIH) professions: part 1. J Manip Physiol Ther. 2019;41(9):800–6.CrossRef Coulter ID, Herman PM, Ryan GW, Hays RD, Hilton LG, Whitley MD. Researching the appropriateness of care in the complementary and integrative health (CIH) professions: part 1. J Manip Physiol Ther. 2019;41(9):800–6.CrossRef
49.
go back to reference Coulter ID, Herman PM, Ryan GW, Hays RD, Hilton LJ, Team CERC. The challenge of determining appropriate Care in the era of patient-centered care and rising health care costs. J Health Serv Res Policy. 2019;24(3):201–6.PubMedCrossRef Coulter ID, Herman PM, Ryan GW, Hays RD, Hilton LJ, Team CERC. The challenge of determining appropriate Care in the era of patient-centered care and rising health care costs. J Health Serv Res Policy. 2019;24(3):201–6.PubMedCrossRef
50.
go back to reference Iyiewuare PO, Coulter ID, Whitley MD, Herman PM. Researching the Appropriateness of Care in the Complementary and Integrative Health Professions: Part 2: What Every Researcher and Practitioner Should Know About the Health Insurance Portability and Accountability Act and Practice-Based Research in the United States J Manipulative Physiol Ther. 2019;41(9):807–13. Iyiewuare PO, Coulter ID, Whitley MD, Herman PM. Researching the Appropriateness of Care in the Complementary and Integrative Health Professions: Part 2: What Every Researcher and Practitioner Should Know About the Health Insurance Portability and Accountability Act and Practice-Based Research in the United States J Manipulative Physiol Ther. 2019;41(9):807–13.
52.
go back to reference Coulter ID, Whitley MD, Ryan GW, Aliyev G, Iyiewuare P, Kraus L, et al. Researching the Appropriateness of Care in the Complementary and Integrative Health Professions Part 4: Putting the P into EBP in Chiropractic: Recruiting Clinics and Patients. . J Manipulative Physiol Ther. 2019;[in press]. Coulter ID, Whitley MD, Ryan GW, Aliyev G, Iyiewuare P, Kraus L, et al. Researching the Appropriateness of Care in the Complementary and Integrative Health Professions Part 4: Putting the P into EBP in Chiropractic: Recruiting Clinics and Patients. . J Manipulative Physiol Ther. 2019;[in press].
53.
go back to reference Christensen MG, Hyland JK, Goertz CM, Kollasch MW. Practice analysis of chiropractic 2015. Greeley, CO: National Board of Chiropractic Examiners; 2015. Christensen MG, Hyland JK, Goertz CM, Kollasch MW. Practice analysis of chiropractic 2015. Greeley, CO: National Board of Chiropractic Examiners; 2015.
54.
go back to reference Andersen RM, McCutcheon A, Aday LA, Chiu GY, Bell R. Exploring dimensions of access to medical care. Health Serv Res. 1983;18(1):49–74.PubMedPubMedCentral Andersen RM, McCutcheon A, Aday LA, Chiu GY, Bell R. Exploring dimensions of access to medical care. Health Serv Res. 1983;18(1):49–74.PubMedPubMedCentral
55.
go back to reference Babitsch B, Gohl D, von Lengerke T. Re-revisiting Andersen’s behavioral model of health services use: a systematic review of studies from 1998–2011. GMS Psycho-Social-Medicine. 2012;9. Babitsch B, Gohl D, von Lengerke T. Re-revisiting Andersen’s behavioral model of health services use: a systematic review of studies from 1998–2011. GMS Psycho-Social-Medicine. 2012;9.
56.
go back to reference Bradley EH, McGraw SA, Curry L, Buckser A, King KL, Kasl SV, et al. Expanding the Andersen model: the role of psychosocial factors in long-term care use. Health Serv Res. 2002;37(5):1221–42.PubMedPubMedCentralCrossRef Bradley EH, McGraw SA, Curry L, Buckser A, King KL, Kasl SV, et al. Expanding the Andersen model: the role of psychosocial factors in long-term care use. Health Serv Res. 2002;37(5):1221–42.PubMedPubMedCentralCrossRef
57.
58.
go back to reference Vernon H, Mior S. The neck disability index: a study of reliability and validity. J Manip Physiol Ther. 1991;14(7):409. Vernon H, Mior S. The neck disability index: a study of reliability and validity. J Manip Physiol Ther. 1991;14(7):409.
59.
go back to reference Bijur PE, Latimer CT, Gallagher EJ. Validation of a verbally administered numerical rating scale of acute pain for use in the emergency department. Acad Emerg Med. 2003;10(4):390–2.PubMedCrossRef Bijur PE, Latimer CT, Gallagher EJ. Validation of a verbally administered numerical rating scale of acute pain for use in the emergency department. Acad Emerg Med. 2003;10(4):390–2.PubMedCrossRef
60.
go back to reference Childs JD, Piva SR, Fritz JM. Responsiveness of the numeric pain rating scale in patients with low back pain. Spine. 2005;30(11):1331.PubMedCrossRef Childs JD, Piva SR, Fritz JM. Responsiveness of the numeric pain rating scale in patients with low back pain. Spine. 2005;30(11):1331.PubMedCrossRef
62.
go back to reference Paice JA, Cohen FL. Validity of a verbally administered numeric rating scale to measure cancer pain intensity. Cancer Nurs. 1997;20(2):88–93.PubMedCrossRef Paice JA, Cohen FL. Validity of a verbally administered numeric rating scale to measure cancer pain intensity. Cancer Nurs. 1997;20(2):88–93.PubMedCrossRef
63.
go back to reference Salaffi F, Stancati A, Silvestri CA, Ciapetti A, Grassi W. Minimal clinically important changes in chronic musculoskeletal pain intensity measured on a numerical rating scale. Eur J Pain. 2004;8(4):283–91.PubMedCrossRef Salaffi F, Stancati A, Silvestri CA, Ciapetti A, Grassi W. Minimal clinically important changes in chronic musculoskeletal pain intensity measured on a numerical rating scale. Eur J Pain. 2004;8(4):283–91.PubMedCrossRef
64.
go back to reference Cleland JA, Fritz JM, Whitman JM, Palmer JA. The reliability and construct validity of the neck disability index and patient specific functional scale in patients with cervical radiculopathy. Spine. 2006;31(5):598–602.PubMedCrossRef Cleland JA, Fritz JM, Whitman JM, Palmer JA. The reliability and construct validity of the neck disability index and patient specific functional scale in patients with cervical radiculopathy. Spine. 2006;31(5):598–602.PubMedCrossRef
65.
go back to reference McCarthy MJH, Grevitt M, Silcocks P, Hobbs G. The reliability of the Vernon and Mior neck disability index, and its validity compared with the short form-36 health survey questionnaire. Eur Spine J. 2007;16(12):2111–7.PubMedPubMedCentralCrossRef McCarthy MJH, Grevitt M, Silcocks P, Hobbs G. The reliability of the Vernon and Mior neck disability index, and its validity compared with the short form-36 health survey questionnaire. Eur Spine J. 2007;16(12):2111–7.PubMedPubMedCentralCrossRef
66.
go back to reference Wheeler AH, Goolkasian P, Baird AC, Darden BV. Development of the neck Pain and disability scale: item analysis, face, and criterion-related validity. Spine. 1999;24(13):1290.PubMedCrossRef Wheeler AH, Goolkasian P, Baird AC, Darden BV. Development of the neck Pain and disability scale: item analysis, face, and criterion-related validity. Spine. 1999;24(13):1290.PubMedCrossRef
67.
go back to reference Grönblad M, Hupli M, Wennerstrand P, Järvinen E, Lukinmaa A, Kouri J-P, et al. Inter-correlation and test-retest reliability of the pain disability index (PDI) and the Oswestry disability questionnaire (ODQ) and their correlation with pain intensity in low back pain patients. Clin J Pain. 1993;9(3):189–95.PubMedCrossRef Grönblad M, Hupli M, Wennerstrand P, Järvinen E, Lukinmaa A, Kouri J-P, et al. Inter-correlation and test-retest reliability of the pain disability index (PDI) and the Oswestry disability questionnaire (ODQ) and their correlation with pain intensity in low back pain patients. Clin J Pain. 1993;9(3):189–95.PubMedCrossRef
68.
go back to reference Fisher K, Johnston M. Validation of the Oswestry low back pain disability questionnaire, its sensitivity as a measure of change following treatment and its relationship with other aspects of the chronic pain experience. Physiotherapy theory and practice. 1997;13(1):67–80.CrossRef Fisher K, Johnston M. Validation of the Oswestry low back pain disability questionnaire, its sensitivity as a measure of change following treatment and its relationship with other aspects of the chronic pain experience. Physiotherapy theory and practice. 1997;13(1):67–80.CrossRef
69.
go back to reference Davidson M, Keating JL. A comparison of five low back disability questionnaires: reliability and responsiveness. Phys Ther. 2002;82(1):8–24.PubMedCrossRef Davidson M, Keating JL. A comparison of five low back disability questionnaires: reliability and responsiveness. Phys Ther. 2002;82(1):8–24.PubMedCrossRef
70.
go back to reference Schellingerhout JM, Verhagen AP, Heymans MW, Pool JJM, Vonk F, Koes BW, et al. Which subgroups of patients with non-specific neck pain are more likely to benefit from spinal manipulation therapy, physiotherapy, or usual care? Pain. 2008;139(3):670–80.PubMedCrossRef Schellingerhout JM, Verhagen AP, Heymans MW, Pool JJM, Vonk F, Koes BW, et al. Which subgroups of patients with non-specific neck pain are more likely to benefit from spinal manipulation therapy, physiotherapy, or usual care? Pain. 2008;139(3):670–80.PubMedCrossRef
71.
go back to reference Moffett JAK, Carr J, Howarth E. High fear-avoiders of physical activity benefit from an exercise program for patients with back pain. Spine. 2004;29(11):1167–72.CrossRef Moffett JAK, Carr J, Howarth E. High fear-avoiders of physical activity benefit from an exercise program for patients with back pain. Spine. 2004;29(11):1167–72.CrossRef
72.
go back to reference Jensen OK, Nielsen CV, Stengaard-Pedersen K. One-year prognosis in sick-listed low back pain patients with and without radiculopathy. Prognostic factors influencing pain and disability. Spine J. 2010;10(8):659–75.PubMedCrossRef Jensen OK, Nielsen CV, Stengaard-Pedersen K. One-year prognosis in sick-listed low back pain patients with and without radiculopathy. Prognostic factors influencing pain and disability. Spine J. 2010;10(8):659–75.PubMedCrossRef
73.
go back to reference Anderson KO, Dowds BN, Pelletz RE, Edwards WT, Peeters-Asdourian C. Development and initial validation of a scale to measure self-efficacy beliefs in patients with chronic pain. Pain. 1995;63(1):77–83.PubMedCrossRef Anderson KO, Dowds BN, Pelletz RE, Edwards WT, Peeters-Asdourian C. Development and initial validation of a scale to measure self-efficacy beliefs in patients with chronic pain. Pain. 1995;63(1):77–83.PubMedCrossRef
74.
go back to reference Devilly GJ, Borkovec TD. Psychometric properties of the credibility/expectancy questionnaire. J Behav Ther Exp Psychiatry. 2000;31(2):73–86.PubMedCrossRef Devilly GJ, Borkovec TD. Psychometric properties of the credibility/expectancy questionnaire. J Behav Ther Exp Psychiatry. 2000;31(2):73–86.PubMedCrossRef
75.
go back to reference Smeets R, Beelen S, Goossens M, Schouten E, Knottnerus J, Vlaeyen JWS. Chapter 7: treatment expectancy and credibility are associated with the outcome of both physical and cognitive-behavioral treatment in chronic low back pain. In: Smeets R, editor. Active rehabilitation for chronic low back pain: cognitive-behavioral, physical, or both? Eindhoven. The Netherlands: Maastricht University; 2008. p. 138–60. Smeets R, Beelen S, Goossens M, Schouten E, Knottnerus J, Vlaeyen JWS. Chapter 7: treatment expectancy and credibility are associated with the outcome of both physical and cognitive-behavioral treatment in chronic low back pain. In: Smeets R, editor. Active rehabilitation for chronic low back pain: cognitive-behavioral, physical, or both? Eindhoven. The Netherlands: Maastricht University; 2008. p. 138–60.
76.
go back to reference Smeets RJ, Maher CG, Nicholas MK, Refshauge KM, Herbert RD. Do psychological characteristics predict response to exercise and advice for subacute low back pain? Arthritis Care Res (Hoboken). 2009;61(9):1202–9.CrossRef Smeets RJ, Maher CG, Nicholas MK, Refshauge KM, Herbert RD. Do psychological characteristics predict response to exercise and advice for subacute low back pain? Arthritis Care Res (Hoboken). 2009;61(9):1202–9.CrossRef
77.
go back to reference HealthMeasures. PROMIS Adult Profile Scoring Manual. Evanston, IL: Northwestern University; 2019. HealthMeasures. PROMIS Adult Profile Scoring Manual. Evanston, IL: Northwestern University; 2019.
78.
go back to reference Amtmann D, Kim J, Chung H, Bamer AM, Askew RL, Wu S, et al. Comparing CESD-10, PHQ-9, and PROMIS depression instruments in individuals with multiple sclerosis. Rehabil Psychol. 2014;59(2):220.PubMedPubMedCentralCrossRef Amtmann D, Kim J, Chung H, Bamer AM, Askew RL, Wu S, et al. Comparing CESD-10, PHQ-9, and PROMIS depression instruments in individuals with multiple sclerosis. Rehabil Psychol. 2014;59(2):220.PubMedPubMedCentralCrossRef
79.
go back to reference Hill JC, Lewis M, Sim J, Hay EM, Dziedzic K. Predictors of poor outcome in patients with neck pain treated by physical therapy. Clin J Pain. 2007;23(8):683–90.PubMedCrossRef Hill JC, Lewis M, Sim J, Hay EM, Dziedzic K. Predictors of poor outcome in patients with neck pain treated by physical therapy. Clin J Pain. 2007;23(8):683–90.PubMedCrossRef
80.
go back to reference Smeets RJ, Vlaeyen JW, Kester AD, Knottnerus JA. Reduction of pain catastrophizing mediates the outcome of both physical and cognitive-behavioral treatment in chronic low back pain. J Pain. 2006;7(4):261–71.PubMedCrossRef Smeets RJ, Vlaeyen JW, Kester AD, Knottnerus JA. Reduction of pain catastrophizing mediates the outcome of both physical and cognitive-behavioral treatment in chronic low back pain. J Pain. 2006;7(4):261–71.PubMedCrossRef
81.
go back to reference van der Windt DA, Kuijpers T, Jellema P, van der Heijden GJ, Bouter LM. Do psychological factors predict outcome in both low-back pain and shoulder pain? Ann Rheum Dis. 2007;66(3):313–9.PubMedCrossRef van der Windt DA, Kuijpers T, Jellema P, van der Heijden GJ, Bouter LM. Do psychological factors predict outcome in both low-back pain and shoulder pain? Ann Rheum Dis. 2007;66(3):313–9.PubMedCrossRef
82.
go back to reference Cook CE, Learman KE, O'halloran BJ, Showalter CR, Kabbaz VJ, Goode AP, et al. Which prognostic factors for low back pain are generic predictors of outcome across a range of recovery domains? Phys Ther. 2013;93(1):32–40.PubMedCrossRef Cook CE, Learman KE, O'halloran BJ, Showalter CR, Kabbaz VJ, Goode AP, et al. Which prognostic factors for low back pain are generic predictors of outcome across a range of recovery domains? Phys Ther. 2013;93(1):32–40.PubMedCrossRef
83.
go back to reference Underwood M, Morton V, Farrin A, Team UBT. Do baseline characteristics predict response to treatment for low back pain? Secondary analysis of the UK BEAM dataset [ISRCTN32683578]. Rheumatology. 2007;46(8):1297–302.PubMedCrossRef Underwood M, Morton V, Farrin A, Team UBT. Do baseline characteristics predict response to treatment for low back pain? Secondary analysis of the UK BEAM dataset [ISRCTN32683578]. Rheumatology. 2007;46(8):1297–302.PubMedCrossRef
84.
go back to reference Niemisto L, Sarna S, Lahtinen-Suopanki T, Lindgren K-A, Hurri H. Predictive factors for 1-year outcome of chronic low back pain following manipulation, stabilizing exercises, and physician consultation or physician consultation alone. J Rehabil Med. 2004;36(3):104–9.PubMedCrossRef Niemisto L, Sarna S, Lahtinen-Suopanki T, Lindgren K-A, Hurri H. Predictive factors for 1-year outcome of chronic low back pain following manipulation, stabilizing exercises, and physician consultation or physician consultation alone. J Rehabil Med. 2004;36(3):104–9.PubMedCrossRef
85.
go back to reference Dionne C, Von Korff M, Koepsell T, Deyo R, Barlow W, Checkoway H. Formal education and back pain: a review. J Epidemiol Community Health. 2001;55(7):455–68.PubMedPubMedCentralCrossRef Dionne C, Von Korff M, Koepsell T, Deyo R, Barlow W, Checkoway H. Formal education and back pain: a review. J Epidemiol Community Health. 2001;55(7):455–68.PubMedPubMedCentralCrossRef
88.
go back to reference Heo M, Faith MS, Mott JW, Gorman BS, Redden DT, Allison DB. Hierarchical linear models for the development of growth curves: an example with body mass index in overweight/obese adults. Stat Med. 2003;22:1911–42.PubMedCrossRef Heo M, Faith MS, Mott JW, Gorman BS, Redden DT, Allison DB. Hierarchical linear models for the development of growth curves: an example with body mass index in overweight/obese adults. Stat Med. 2003;22:1911–42.PubMedCrossRef
89.
go back to reference Raudenbush SW, Bryk AS. Hierarchical linear models: applications and data analysis methods. Second edition ed. Thousand Oaks, CA: Sage Publications; 2002. 483 p. Raudenbush SW, Bryk AS. Hierarchical linear models: applications and data analysis methods. Second edition ed. Thousand Oaks, CA: Sage Publications; 2002. 483 p.
90.
go back to reference Singer JD, Using SAS. PROC MIXED to fit multilevel models, hierarchical models, and individual growth curve models. J Educ Behav Stat. 1998;24(4):323–55.CrossRef Singer JD, Using SAS. PROC MIXED to fit multilevel models, hierarchical models, and individual growth curve models. J Educ Behav Stat. 1998;24(4):323–55.CrossRef
91.
go back to reference Feldman HA. Families of lines: random effects in linear regression analysis. J Appl Physiol. 1988;64(4):1721–32.PubMedCrossRef Feldman HA. Families of lines: random effects in linear regression analysis. J Appl Physiol. 1988;64(4):1721–32.PubMedCrossRef
92.
go back to reference Whittaker TA, Furlow CF. The comparison of model selection criteria when selecting among competing hierarchical linear models. J Mod Appl Stat Methods. 2009;8(1):15.CrossRef Whittaker TA, Furlow CF. The comparison of model selection criteria when selecting among competing hierarchical linear models. J Mod Appl Stat Methods. 2009;8(1):15.CrossRef
93.
go back to reference Raftery AE. Bayesian model selection in social research. Soc Method. 1995;25:111–64.CrossRef Raftery AE. Bayesian model selection in social research. Soc Method. 1995;25:111–64.CrossRef
94.
go back to reference Lipsey MW. Theory as method: small theories of treatments. New Directions for Program Evaluation. 1993;1993(57):5–38.CrossRef Lipsey MW. Theory as method: small theories of treatments. New Directions for Program Evaluation. 1993;1993(57):5–38.CrossRef
95.
go back to reference Gliedt JA, Schneider MJ, Evans MW, King J, Eubanks JE. The biopsychosocial model and chiropractic: a commentary with recommendations for the chiropractic profession. Chiropr Man Therap. 2017;25(1):16.PubMedPubMedCentralCrossRef Gliedt JA, Schneider MJ, Evans MW, King J, Eubanks JE. The biopsychosocial model and chiropractic: a commentary with recommendations for the chiropractic profession. Chiropr Man Therap. 2017;25(1):16.PubMedPubMedCentralCrossRef
96.
go back to reference Homola S. Real orthopaedic subluxations versus imaginary chiropractic subluxations. Focus Altern Complement Ther. 2010;15(4):284–7.CrossRef Homola S. Real orthopaedic subluxations versus imaginary chiropractic subluxations. Focus Altern Complement Ther. 2010;15(4):284–7.CrossRef
97.
go back to reference Simpson JK. The five eras of chiropractic & the future of chiropractic as seen through the eyes of a participant observer. Chiropr Man Therap. 2012;20(1):1.PubMedPubMedCentralCrossRef Simpson JK. The five eras of chiropractic & the future of chiropractic as seen through the eyes of a participant observer. Chiropr Man Therap. 2012;20(1):1.PubMedPubMedCentralCrossRef
98.
go back to reference Nyiendo J, Haas M, Goldberg B, Sexton G. Patient characteristics and physicians' practice activities for patients with chronic low back pain: a practice-based study of primary care and chiropractic physicians. J Manip Physiol Ther. 2001;24(2):92–100.CrossRef Nyiendo J, Haas M, Goldberg B, Sexton G. Patient characteristics and physicians' practice activities for patients with chronic low back pain: a practice-based study of primary care and chiropractic physicians. J Manip Physiol Ther. 2001;24(2):92–100.CrossRef
99.
go back to reference Chronic Pain. Symptoms, diagnosis, & treatment. NIH Medline Plus. 2011:5–6. Chronic Pain. Symptoms, diagnosis, & treatment. NIH Medline Plus. 2011:5–6.
Metadata
Title
Predictors of visit frequency for patients using ongoing chiropractic care for chronic low back and chronic neck pain; analysis of observational data
Authors
Patricia M. Herman
Sarah E. Edgington
Eric L. Hurwitz
Ian D. Coulter
Publication date
01-12-2020
Publisher
BioMed Central
Published in
BMC Musculoskeletal Disorders / Issue 1/2020
Electronic ISSN: 1471-2474
DOI
https://doi.org/10.1186/s12891-020-03330-1

Other articles of this Issue 1/2020

BMC Musculoskeletal Disorders 1/2020 Go to the issue