ArticleImplementation science communications2023
A picture is worth a thousand words: advancing the use of visualization tools in implementation science through process mapping and matrix heat mapping.
Article in Implementation science communications, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 19 papers, 1 of them a synthesis that pooled it.
What it found
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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.
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.
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Who cites it
19 citing papers in PubMed, 1 synthesis or guideline pooled it, 33 citations in OpenAlex.
- The educational pathway to Advanced Practice for the physiotherapist: A systematic mixed studies review.PloS one · 2025Pooled it
- Barrier identification and strategic design for hypertriglyceridemia management in the post-acute coronary syndrome patient population at a large integrated health system.American heart journal plus : cardiology research and practice · 2026Article
- Impact of context on nurse-led implementation of evidence-based pain management practices in the Sumamos Excelencia project: a qualitative study.BMC nursing · 2026Article
- What it Takes to Implement Population-Based Genomic Screening: A Multi-Site Qualitative Study of Implementation Determinants Across Health Systems.Research square · 2026Article
- Visualizing contextual determinants in and across heterogeneous settings: a qualitative study on structured school health promotion implementation.Implementation science communications · 2026Article
- Implementing Genomic Medicine in a Federally Qualified Health Center: Assessing Readiness through a Mixed-Methods Approach.Public health genomics · 2026Article
- Improvement science as the engine for the next generation of learning health networks.Frontiers in health services · 2026Article
- Failing to succeed: advancing mechanistic understanding of implementation strategies through retrospective and prospective use of causal pathway diagrams.Implementation science communications · 2025Article
- Scaling up point-of-care hepatitis C testing in Canada: protocol for a multilevel implementation science study of clinical processes, barriers, facilitators and implementation strategies (SCALE-POCT study).Implementation science communications · 2025Article
- Implementation Mapping to Identify Best Practices for Implementing Population-Wide Genomic Screening Programs: Protocol for the FOCUS (Facilitating the Implementation of Population-Wide Genomic Screening) Study.JMIR research protocols · 2025Article
- A guide to utilizing implementation science for genetic counseling.Journal of genetic counseling · 2025Article
- Using the implementation research logic model to examine high-intensity resistance rehabilitation implementation in skilled nursing facilities: a mixed methods multi-site case study.Implementation science communications · 2025Article
- Relationships between internal facilitation processes and implementation outcomes among hospitals participating in a quality improvement collaborative to reduce cesarean births: a mixed-methods embedded case study.Implementation science communications · 2025Article
- Implementing capacity-building initiatives addressing health equity through community-academic partnerships: A qualitative study.Translational behavioral medicine · 2025Article
- Clinician perspectives on designing and implementing a hereditary cancer transition clinic.Hereditary cancer in clinical practice · 2025Article
- Sticking to the script: Breast cancer patients' decision making regarding oral endocrine therapy.Patient education and counseling · 2024Article
- Evaluating the tailored implementation of a multisite care navigation service for mental health in rural and remote Australia (The Bridging Study): protocol for a community-engaged hybrid effectiveness-implementation study.Implementation science : IS · 2024Article
- Genomics in nephrology: identifying informatics opportunities to improve diagnosis of genetic kidney disorders using a human-centered design approach.Journal of the American Medical Informatics Association : JAMIA · 2024Article
- Sustaining the collaborative chronic care model in outpatient mental health: a matrixed multiple case study.Implementation science : IS · 2024Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
16 authors at 11 institutions in 1 country.
Funding
Abstract
backgroundIdentifying key determinants is crucial for improving program implementation and achieving long-term sustainment within healthcare organizations. Organizational-level complexity and heterogeneity across multiple stakeholders can complicate our understanding of program implementation. We describe two data visualization methods used to operationalize implementation success and to consolidate and select implementation factors for further analysis.
methodsWe used a combination of process mapping and matrix heat mapping to systematically synthesize and visualize qualitative data from 66 stakeholder interviews across nine healthcare organizations, to characterize universal tumor screening programs of all newly diagnosed colorectal and endometrial cancers and understand the influence of contextual factors on implementation. We constructed visual representations of protocols to compare processes and score process optimization components. We also used color-coded matrices to systematically code, summarize, and consolidate contextual data using factors from the Consolidated Framework for Implementation Research (CFIR). Combined scores were visualized in a final data matrix heat map.
resultsNineteen process maps were created to visually represent each protocol. Process maps identified the following gaps and inefficiencies: inconsistent execution of the protocol, no routine reflex testing, inconsistent referrals after a positive screen, no evidence of data tracking, and a lack of quality assurance measures. These barriers in patient care helped us define five process optimization components and used these to quantify program optimization on a scale from 0 (no program) to 5 (optimized), representing the degree to which a program is implemented and optimally maintained. Combined scores within the final data matrix heat map revealed patterns of contextual factors across optimized programs, non-optimized programs, and organizations with no program.
conclusionsProcess mapping provided an efficient method to visually compare processes including patient flow, provider interactions, and process gaps and inefficiencies across sites, thereby measuring implementation success via optimization scores. Matrix heat mapping proved useful for data visualization and consolidation, resulting in a summary matrix for cross-site comparisons and selection of relevant CFIR factors. Combining these tools enabled a systematic and transparent approach to understanding complex organizational heterogeneity prior to formal coincidence analysis, introducing a stepwise approach to data consolidation and factor selection.
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What OpenQuestion holds
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.