2020
Exploring supervised machine learning approaches to predicting Veterans Health Administration chiropractic service utilization
Coleman BC, Fodeh S, Lisi AJ, Goulet JL, Corcoran KL, Bathulapalli H, Brandt CA. Exploring supervised machine learning approaches to predicting Veterans Health Administration chiropractic service utilization. Chiropractic & Manual Therapies 2020, 28: 47. PMID: 32680545, PMCID: PMC7368704, DOI: 10.1186/s12998-020-00335-4.Peer-Reviewed Original ResearchConceptsSpinal pain conditionsService utilizationPain conditionsChiropractic careConservative interventionsChiropractic servicesVA chiropractic servicesRetrospective cohort studyHealthcare service utilizationHealthcare cost burdenLimited clinical utilityLower healthcare costsCohort entryCohort studyDiagnosis cohortPain statusPrimary outcomeChiropractic visitsClinical featuresUS adultsClinical utilityHealthcare costsDifferent clinical populationsVisitsClinical populations
2018
Opioid Use Among Veterans of Recent Wars Receiving Veterans Affairs Chiropractic Care
Lisi AJ, Corcoran KL, DeRycke EC, Bastian LA, Becker WC, Edmond SN, Goertz CM, Goulet JL, Haskell SG, Higgins DM, Kawecki T, Kerns RD, Mattocks K, Ramsey C, Ruser CB, Brandt CA. Opioid Use Among Veterans of Recent Wars Receiving Veterans Affairs Chiropractic Care. Pain Medicine 2018, 19: s54-s60. PMID: 30203014, DOI: 10.1093/pm/pny114.Peer-Reviewed Original ResearchConceptsOEF/OIF/OND veteransOpioid prescriptionsChiropractic visitsOpioid useChiropractic careOperations Enduring Freedom/Iraqi Freedom/New DawnMore opioid prescriptionsVA chiropractic servicesPercentage of veteransCross-sectional analysisOpioid receiptClinic visitsClinical characteristicsCurrent smokingSevere painChiropractic clinicChiropractic servicesVisitsHigher likelihoodVeteransPrescriptionCareFurther studiesAdministrative dataOne-thirdEvaluation of Complementary and Integrative Health Approaches Among US Veterans with Musculoskeletal Pain Using Propensity Score Methods
Han L, Goulet JL, Skanderson M, Bathulapalli H, Luther SL, Kerns RD, Brandt CA. Evaluation of Complementary and Integrative Health Approaches Among US Veterans with Musculoskeletal Pain Using Propensity Score Methods. Pain Medicine 2018, 20: 90-102. PMID: 29584926, PMCID: PMC6329442, DOI: 10.1093/pm/pny027.Peer-Reviewed Original ResearchConceptsIntegrative health approachesPS matchingCIH exposureMusculoskeletal painPropensity score methodsSelf-rated pain intensityHealth approachHigher pain intensity ratingsPain intensity outcomesChronic musculoskeletal painPain intensity ratingsIPTW modelsRetrospective cohortPain intensityChronic painClinical visitsInitial diagnosisChiropractic careUS veteransBaseline differencesTreatment weightingExposure groupPainScore methodTreatment effectiveness