Related Experiment Video
Updated: Jan 14, 2026

Validation of a Psychosocial Intervention on Body Image in Older People: An Experimental Design
Published on: May 31, 2021
Registration and multiple outcome testing in the HEALing communities study
Dennis M Gorman1, Ben G Fitzpatrick2
1Department of Epidemiology & Biostatistics, School of Public Health, Texas A&M University, College Station, TX, USA.
Abstract:
The HEALing Communities Study (HCS) is a randomized control trial that began with one prespecified, registered opioid overdose outcome. Just before the study began, three additional overdose outcomes were described in a public protocol. After the study had commenced data collection, two documents were published that described more than 20 additional sub-measures. Following the reporting of a null result for the registered primary outcome, investigators from the HCS team delved into these documents and published papers reporting isolated statistically significant results. Statistical tests of these 20-plus outcomes should be considered a family of tests pertaining to the effects of the HCS intervention on drug overdose events and deaths and the family-wise error rate corrected when presenting P-values. Like most trials published in academic journals, the HCS researchers have not corrected for multiplicity in their data analyses of these outcomes and the conclusions drawn about the effectiveness of the intervention are likely based on results that are subject to Type I error. The best point in the academic production process at which to correct these problems is journal peer review. Journal editors could limit the type of causal inferences investigators can draw from exploratory analyses in the discussion section of a paper, require them to conduct corrections for multiplicity and/or clearly distinguish any uncorrected P-values from corrected ones, and only permit reporting of effect estimates and confidence intervals for secondary outcomes.
Related Concept Videos
Comparing the Survival Analysis of Two or More Groups
McNemar's Test
Guidelines for Writing Outcome
Patient outcomes reflect the patient's response to the goal rather than what the nurse aims to achieve. Terminology should be observable and measurable to avoid the reader's interpretation. The desired outcome should be realistic and achievable in the designated care timeframe. Expected outcomes should align with adjunctive therapies. The outcome should enhance care...
Types of Biopharmaceutical Studies: Controlled and Non-Controlled Approaches
Non-controlled studies, commonly employed for initial exploration, lack a control group, rendering them susceptible to biases and external influences. In contrast,...
Nursing Evaluation

