Evidence map›Paper›PMID 41333394›Full record

ArticleResearch square2025

Short Report: Comparison of three methods for identifying implementation determinants to measurement-based care.

Ruben G Martinez, E Ruby Cramer, Lesley A Norris, Abigail Matson, Christian Lang, Nora B Henrikson, Paula R Blasi, Lorella G Palazzo, Andrea J Hoopes, Shannon Dorsey and 1 more

Registry-linked trialAbstract readPreprint
In one paragraph

Article in Research square, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT05644756 (IMPACT Center Signature Project 1, "Novel Methods for Implementing Measurement-Based Care for Youth in Low-resource Environments", is Embedded Within IMPACT Center P50 Entitled), which is not on this map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

NCT05644756 naactive not recruitingnot on this map

IMPACT Center Signature Project 1, "Novel Methods for Implementing Measurement-Based Care for Youth in Low-resource Environments", is Embedded Within IMPACT Center P50 Entitled: Optimizing Evidence-Based Practice Implementation for Clinical Impact: the IMPACT Center.

TypeinterventionalSponsorKaiser PermanenteRan2022 to 2025Enrolled76ConditionsMental HealthArmsIMPACT Methods to Identify and Prioritize Determinants (Challenge I), Challenge and Match strategies to Prioritized Determinants (Challenge II)
3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

11 authors.

Ruben G MartinezWarren Alpert Medical School of Brown University: Brown University Warren Alpert Medical School.ORCID https://orcid.org/0000-0001-5704-4512
E Ruby CramerBrown University Warren Alpert Medical School.
Lesley A NorrisBrown University Warren Alpert Medical School.
Abigail MatsonKaiser Permanente Washington Health Research Institute.
Christian LangBrown University Warren Alpert Medical School.
Nora B HenriksonKaiser Permanente Washington Health Research Institute.
Paula R BlasiKaiser Permanente Washington Health Research Institute.
Lorella G PalazzoKaiser Permanente Washington Health Research Institute.
Andrea J HoopesKaiser Permanente Washington Health Research Institute.
Shannon DorseyUniversity of Washington.
Bryan J WeinerUniversity of Washington.

Funding

Project 3P50MH126219 · NIMH · UNIVERSITY OF WASHINGTON · PI WEINER, BRYAN J. · 2021 to 2024
$5.9M
NIMH NIH HHS P50 MH126219
6 · The paper itself

Abstract

Background: Identifying implementation determinants, also referred to as barriers and facilitators, is considered a critical component of implementation science. There are many emerging methods for identifying implementation determinants, yet very few evaluations of how these methods complement or diverge from one another. The objective of this report is to compare three methods for identifying determinants in the context of the Novel Methods for Implementing Measurement-Based Care with Youth in Low-Resource Environments study. Methods: Rapid evidence synthesis involves a targeted review of empirical literature. Rapid ethnographic assessment uses site visits, interviews, and observations to develop an insider's perspective. Design probes engage participants in prompted activities (e.g., journaling, taking photos) to surface insights from their lived experience. We compared convergence of determinants identified by each method using a Jaccard plot and pairwise Jaccard indices. Results: All three methods combined produced a list of 42 determinants. Rapid evidence synthesis surfaced 29 (69%) determinants, including 8 solely identified by this method. Rapid ethnographic assessment surfaced 35 (83%) determinants, with 4 solely identified by this method. Design probes surfaced 23 (66%) determinants and did not surface any unique determinants. A total of 14 (33%) determinants were identified by all methods. Pairwise Jaccard indices indicated the strongest convergence between rapid ethnographic assessment and design probes ( Discussion: This study describes the convergence of implementation determinants surfaced using three methods. We found substantial overlap between methods, with one third of determinants surfaced by all three methods. Despite this overlap, each method added unique insights. Rapid evidence synthesis surfaced determinants from the literature and theory that were less likely to be identified by rapid ethnographic assessment or design probes. Rapid ethnographic assessment had the highest yield of determinants. Design probes highlighted participant-driven perspectives that overlapped substantially with rapid ethnographic assessment; notably, design probes did not surface any new determinants. These results reinforce the complementary nature of multi-method determinant assessment while highlighting tradeoffs researchers must weigh when selecting determinant identification methods. Trial registration: Clinicaltrials.gov. NCT05644756. Registered 11/18/2022. This trial was retrospectively registered, https://classic.clinicaltrials.gov/ct2/show/NCT05644756.

Indexed as

design probesimplementation determinantsmeasurement-based carerapid ethnographyrapid evidence synthesis

Identifiers

PMID41333394
PMCPMC12668117

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Registered trials

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.