Behavioral Research and the Double‐Blind Placebo‐Controlled Methodology: Challenges in Applying the Biomedical Standard to Behavioral Headache Research
Abstract
The randomized, double-blind, placebo-controlled experimental design has prevailed as the "gold standard" in biomedical research, intended to control potential bias in patient/group assignment, investigator allegiance, patient expectations, and nonspecific therapeutic effects. Properly executed, such designs ensure a study's internal validity and allow differential group outcomes to be attributed to the active treatment. These controlled trials generally yield more conservative outcomes than open trials and case reports and establish efficacy in pharmaceutical research. In meta-analytic reviews, studies are often assigned quality scores based in part on the degree to which they meet this scientific standard. Applying the biomedical research design standards for blinding and placebo control to clinical trials evaluating behavioral and other nonpharmacologic headache treatment nearly always is either infeasible or simply not possible. Only rarely is blinding meaningfully achievable in administration of behavioral or psychological therapies. Various "psychological placebo" control conditions have been forwarded in behavioral studies (eg, sham treatments, pseudomeditation), but these controls are incapable of emulating an inert control condition comparable to that of the pill placebo in pharmacologic research, and they are best reserved for studies examining the mechanisms whereby an intervention produces improvement. This article reviews the conceptual and procedural challenges…
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Block randomization was executed by an independent person who randomly matched codes next to participants' IDs in a participant workbook.
“by an independent to the study person, who randomly matched codes next to participants’ IDs in a participant workbook.”
From Acceptance and Commitment Therapy for Primary Headache Sufferers: A Randomized Controlled Trial of Efficacy (2021) · cites this paper as [63]
A simple within-sample randomization technique was used with participants randomized in a single block.
“a simple within-sample randomization technique was used with participants being randomized in a single block.”
From Acceptance and Commitment Therapy for Primary Headache Sufferers: A Randomized Controlled Trial of Efficacy (2021) · cites this paper as [63]
Cited by
Sorted by citations
Speech treatment in Parkinson's disease: Randomized controlled trial (RCT)
Ramig, L., Halpern, A., Spielman, J., Fox, C., & Freeman, K. (2018) · Movement Disorders · doi:10.1002/mds.27460 · Cited by 225 · see citing works
Rains, J. C., Penzien, D. B., McCrory, D. C., & Gray, R. N. (2005) · Headache: The Journal of Head and Face Pain · doi:10.1111/j.1526-4610.2005.4502003.x · Cited by 209 · see citing works
Self-citationPenzien, D. B., Andrasik, F., Freidenberg, B. M., Houle, T. T., Lake, A. E., Lipchik, G. L., Holroyd, K. A., Lipton, R. B., McCrory, D. C., Nash, J. M., et al. (2005) · Headache: The Journal of Head and Face Pain · doi:10.1111/j.1526-4610.2005.4502004.x · Cited by 135 · see citing works
Self-citationWell-Established and empirically supported behavioral treatments for migraine
Penzien, D. B., Irby, M. B., Smitherman, T. A., Rains, J. C., & Houle, T. T. (2015) · Current Pain and Headache Reports · doi:10.1007/s11916-015-0500-5 · Cited by 94 · see citing works
Levy, E. S., Moya-Galé, G., Chang, Y. H. M., Freeman, K., Forrest, K., Brin, M. F., & Ramig, L. A. (2020) · eClinicalMedicine · doi:10.1016/j.eclinm.2020.100429 · Cited by 83 · see citing works
Friedberg, J. P., Lipsitz, S. R., & Natarajan, S. (2010) · Patient Education and Counseling · doi:10.1016/j.pec.2009.04.009 · Cited by 82 · see citing works
Yury, C. A., & Fisher, J. E. (2007) · Psychotherapy and Psychosomatics · doi:10.1159/000101499 · Cited by 63 · see citing works
Behavioral Approaches for Primary Headaches: Recent Advances
Raggi, A., Grignani, E., Leonardi, M., Andrasik, F., Sansone, E., Grazzi, L., & D'Amico, D. (2018) · Headache: The Journal of Head and Face Pain · doi:10.1111/head.13337 · Cited by 46 · see citing works
Vasiliou, V. S., Karademas, E. C., Christou, Y., Papacostas, S., & Karekla, M. (2021) · The Journal of Pain · doi:10.1016/j.jpain.2020.06.006 · Cited by 45 · see citing works
Psychological Interventions for Headache in Children and Adolescents
Sieberg, C. B., Huguet, A., von Baeyer, C. L., & Seshia, S. S. (2012) · Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques · doi:10.1017/s0317167100012646 · Cited by 39 · see citing works
Mechanisms of change in acceptance and commitment therapy for primary headaches
Vasiliou, V. S., Karademas, E. C., Christou, Y., Papacostas, S., & Karekla, M. (2022) · European Journal of Pain · doi:10.1002/ejp.1851 · Cited by 21 · see citing works
- Authors
- Rains, J. C., & Penzien, D. B.
- Affiliations
- University of Mississippi Medical Center (US)
- Corresponding author
- Rains, Jeanetta C.
- ORCID
- Penzien, Donald B.
- Venue
- Headache: The Journal of Head and Face Pain
- Publisher
- Wiley
- Published
- 2005-05
- Volume
- 45
- Issue
- 5
- Pages
- 479-486
- ISSN
- 0017-8748 (ISSN-L)
- 1526-4610
- OpenAlex
- W1983460160
- Cited by
- 63
- References
- 0
- Citations by year
- 2025: 4 · 2024: 1 · 2023: 1 · 2022: 2 · 2021: 4 · 2020: 2 · 2018: 3 · 2017: 3 · 2016: 3 · 2015: 2 · 2014: 9 · 2013: 1 · 2012: 3
- FWCI
- 0.77
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Headache The Journal of Head and Face Pain (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Health Sciences › Medicine › Psychiatry and Mental health › Migraine and Headache Studies
- Life Sciences › Neuroscience › Cognitive Neuroscience › Pain Management and Placebo Effect
- Physical Sciences › Mathematics › Statistics and Probability › Statistical Methods in Clinical Trials
- Keywords
- blinding, placebo comparison, sham treatment, internal validity
- MeSH terms
- Behavior Therapy, Double-Blind Method, Humans, Quality Assurance, Health Care, Research, Research Design, Randomized Controlled Trials as Topic, Headache Disorders
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review