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tive assistance, Cheryl Valko for Center support. Contributor Information Sarah Moreland-Russell, Prevention Research Center, Brown School at Washington University in St. Louis, 1 Brookings Drive, St. Louis, MO 63130, USA. Louise Farah Saliba, Prevention Research Center, Brown School at Washington University in St. Lou... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9502849/ | Leading the way: competencies of leadership to prevent mis-implementation of public health programs - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.528 | 0.69 | ["education", "philosophy"] | 493 | Influence Without Authority Leadership | topic | 2026-04-01T15:38:59.974624 | [
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n University in St. Louis, 1 Brookings Drive, St. Louis, MO 63130, USA. Romario Smith, Prevention Research Center, Brown School at Washington University in St. Louis, 1 Brookings Drive, St. Louis, MO 63130, USA. Margaret Padek, Prevention Research Center, Brown School at Washington University in St. Louis, 1 Brookings ... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9502849/ | Leading the way: competencies of leadership to prevent mis-implementation of public health programs - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.524 | 0.67 | ["education"] | 442 | Influence Without Authority Leadership | topic | 2026-04-01T15:38:59.974960 | [
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Health Educ Res . 2022 Sep 7;37(5):279–291. doi: 10.1093/her/cyac021 Leading the way: competencies of leadership to prevent mis-implementation of public health programs Sarah Moreland-Russell Sarah Moreland-Russell 1 Prevention Research Center, Brown School at Washington University in St. Louis, 1 Brookings Drive, St. ... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9502849/ | Leading the way: competencies of leadership to prevent mis-implementation of public health programs - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.566 | 0.842 | ["education", "leadership"] | 502 | Influence Without Authority Leadership | topic | 2026-04-01T15:38:59.975112 | [
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ter, Brown School at Washington University in St. Louis, 1 Brookings Drive, St. Louis, MO 63130, USA Find articles by Louise Farah Saliba 2 , Emily Rodriguez Weno Emily Rodriguez Weno 3 Prevention Research Center, Brown School at Washington University in St. Louis, 1 Brookings Drive, St. Louis, MO 63130, USA Find artic... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9502849/ | Leading the way: competencies of leadership to prevent mis-implementation of public health programs - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.516 | 0.858 | ["education"] | 484 | Influence Without Authority Leadership | topic | 2026-04-01T15:38:59.975314 | [
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n University in St. Louis, 1 Brookings Drive, St. Louis, MO 63130, USA Find articles by Romario Smith 4 , Margaret Padek Margaret Padek 5 Prevention Research Center, Brown School at Washington University in St. Louis, 1 Brookings Drive, St. Louis, MO 63130, USA Find articles by Margaret Padek 5 , Ross C Brownson Ross C... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9502849/ | Leading the way: competencies of leadership to prevent mis-implementation of public health programs - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.515 | 0.858 | ["education", "strategy"] | 479 | Influence Without Authority Leadership | topic | 2026-04-01T15:38:59.975549 | [
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ery, Division of Public Health Sciences, Alvin J. Siteman Cancer Center, Washington University School of Medicine, 660 S. Euclid Ave., St. Louis, MO 63110-1010, USA Find articles by Ross C Brownson 6 Author information Article notes Copyright and License information 1 Prevention Research Center, Brown School at Washing... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9502849/ | Leading the way: competencies of leadership to prevent mis-implementation of public health programs - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.512 | 0.702 | ["education", "philosophy", "strategy"] | 497 | Influence Without Authority Leadership | topic | 2026-04-01T15:38:59.975772 | [
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n University in St. Louis, 1 Brookings Drive, St. Louis, MO 63130, USA 3 Prevention Research Center, Brown School at Washington University in St. Louis, 1 Brookings Drive, St. Louis, MO 63130, USA 4 Prevention Research Center, Brown School at Washington University in St. Louis, 1 Brookings Drive, St. Louis, MO 63130, U... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9502849/ | Leading the way: competencies of leadership to prevent mis-implementation of public health programs - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.52 | 0.64 | ["education"] | 427 | Influence Without Authority Leadership | topic | 2026-04-01T15:38:59.976024 | [
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n University in St. Louis, 1 Brookings Drive, St. Louis, MO 63130, USA 6 Prevention Research Center, Brown School at Washington University in St. Louis; Department of Surgery, Division of Public Health Sciences, Alvin J. Siteman Cancer Center, Washington University School of Medicine, 660 S. Euclid Ave., St. Louis, MO ... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9502849/ | Leading the way: competencies of leadership to prevent mis-implementation of public health programs - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.496 | 0.7 | ["education", "strategy"] | 504 | Influence Without Authority Leadership | topic | 2026-04-01T15:38:59.977933 | [
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; Accepted 2022 Aug 10; Collection date 2022 Oct. Published by Oxford University Press 2022. This work is written by (a) US Government employee(s) and is in the public domain in the US. This work is written by (a) US Government employee(s) and is in the public domain in the US. PMC Copyright notice PMCID: PMC9502849 PM... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9502849/ | Leading the way: competencies of leadership to prevent mis-implementation of public health programs - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.514 | 0.862 | ["governance", "education"] | 512 | Influence Without Authority Leadership | topic | 2026-04-01T15:38:59.978178 | [
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effective programs to enhance population-level health outcomes. Preventing mis-implementation (ending effective activities prematurely or continuing ineffective ones) is necessary to sustain public health efforts and resources needed to improve health and well-being. The purpose of this paper is to identify the importa... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9502849/ | Leading the way: competencies of leadership to prevent mis-implementation of public health programs - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.438 | 0.834 | ["leadership", "interview"] | 511 | Influence Without Authority Leadership | topic | 2026-04-01T15:38:59.978388 | [
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ployees were interviewed via phone and audio-recorded, and the conversations were transcribed verbatim. Thematic analysis focused on items related to mis-implementation and the manners in which leadership were involved in continuing ineffective programs. Final themes were based on a Public Health Leadership Competency ... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9502849/ | Leading the way: competencies of leadership to prevent mis-implementation of public health programs - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.578 | 0.83 | ["leadership", "interview", "communication", "economy"] | 512 | Influence Without Authority Leadership | topic | 2026-04-01T15:38:59.978630 | [
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(1) leadership and communication; (2) collaborative leadership (3) leadership to adapt programs; (4) leadership and organizational learning and development; and (5) political leadership’. This first of its kind study showed the close interrelationship between mis-implementation and leadership. Increased attention to pu... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9502849/ | Leading the way: competencies of leadership to prevent mis-implementation of public health programs - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.586 | 0.828 | ["leadership", "education", "communication", "networking", "economy"] | 484 | Influence Without Authority Leadership | topic | 2026-04-01T15:38:59.978757 | [
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effective and efficient use of limited resources. Introduction Achieving quality health and well-being has long been a primary focus of public health. However, responding to population healthcare needs in the 21st century has become a daunting task. In the United States, local health departments and state health depart... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9502849/ | Leading the way: competencies of leadership to prevent mis-implementation of public health programs - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.352 | 0.83 | [] | 425 | Influence Without Authority Leadership | topic | 2026-04-01T15:38:59.978881 | [
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sible for providing essential services [ 1 , 2 ]. Governmental public health agencies may vary considerably on the planning, delivery, and financing of their services. These agencies, although different in structure and approach, often face similar internal (e.g. staffing and funding) and external (e.g. stakeholder eng... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9502849/ | Leading the way: competencies of leadership to prevent mis-implementation of public health programs - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.357 | 0.674 | ["communication", "strategy", "crisis", "governance"] | 437 | Influence Without Authority Leadership | topic | 2026-04-01T15:38:59.979031 | [
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cult to adequately address complex health issues. To this effect, rising healthcare costs coupled with social and political polarization have added impetus to research modern-day public health leadership with high priority [ 3–5 ]. Developing, implementing, and sustaining public health programs involve a myriad of deci... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9502849/ | Leading the way: competencies of leadership to prevent mis-implementation of public health programs - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.469 | 0.856 | ["leadership", "communication", "decision_making"] | 512 | Influence Without Authority Leadership | topic | 2026-04-01T15:38:59.979234 | [
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t enabling individuals, families and groups to realize the human right of health and longevity [ 8 ]. As a governmental authority, SHDs are tasked with the unique role to recommend public health policies and priorities and to lead their agencies in developing effective programs [ 9 ]. Given financial constraints and li... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9502849/ | Leading the way: competencies of leadership to prevent mis-implementation of public health programs - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.552 | 0.856 | ["leadership", "governance"] | 512 | Influence Without Authority Leadership | topic | 2026-04-01T15:38:59.979403 | [
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whether implementing programs and services are feasible, sustainable, and, more importantly, whether these programs have the potential to yield the intended results. The term ‘mis-implementation’ refers to public health decision-makers ending effective activities prematurely or continuing ineffective ones. Preliminary ... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9502849/ | Leading the way: competencies of leadership to prevent mis-implementation of public health programs - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.387 | 0.812 | ["decision_making"] | 440 | Influence Without Authority Leadership | topic | 2026-04-01T15:38:59.979554 | [
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rs in public health departments. Brownson et al . found that 36.5% of SHD employees reported that programs that should have continued often end and 24.7% of state respondents reported that programs often or always continue when they should have ended [ 10 , 11 ]. Preventing program mis-implementation is, therefore, nec... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9502849/ | Leading the way: competencies of leadership to prevent mis-implementation of public health programs - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.393 | 0.83 | [] | 414 | Influence Without Authority Leadership | topic | 2026-04-01T15:38:59.979693 | [
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esources needed to improve health and well-being. Executive management is often responsible for making or implementing decisions such as approving or disapproving the continuance of a program. Therefore, it is important to understand the competencies of public health leaders in preventing program mis-implementation. In... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9502849/ | Leading the way: competencies of leadership to prevent mis-implementation of public health programs - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.478 | 0.844 | ["leadership", "management", "decision_making", "education"] | 511 | Influence Without Authority Leadership | topic | 2026-04-01T15:38:59.979842 | [
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s (knowledge, skills, and attitudinal or personal aspects) that represent context-bound productivity’ [ 12 ]. Developing competencies to enhance leadership in public health is crucial and is noted in the Public Health Leadership Competency Framework. This framework was designed by academic and public health practitione... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9502849/ | Leading the way: competencies of leadership to prevent mis-implementation of public health programs - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.44 | 0.826 | ["leadership", "career", "education", "philosophy"] | 442 | Influence Without Authority Leadership | topic | 2026-04-01T15:38:59.979976 | [
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nals and to review leadership development [ 13 ]. The purpose of this paper is to identify the important competencies of leadership in preventing the mis-implementation of public health programs. We employed qualitative interviewing and thematic analysis to identify the main themes that outline leadership competencies ... | https://pmc.ncbi.nlm.nih.gov/articles/PMC9502849/ | Leading the way: competencies of leadership to prevent mis-implementation of public health programs - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.573 | 0.846 | ["leadership", "interview", "philosophy"] | 512 | Influence Without Authority Leadership | topic | 2026-04-01T15:38:59.980105 | [
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End of preview. Expand in Data Studio
Influence Without Authority Content 1
This corpus was automatically generated by the Deku Corpus Builder for use in RAG-based AI applications.
Dataset Structure
Each record contains:
text: The content textsource_url: Original source URLsource_title: Title of the source documentsource_domain: Domain of the sourcelicense_type: License classification (e.g.public_domain,cc_by,cc_by_sa)attribution_required: Boolean — True for CC BY / CC BY-SA and other attribution-required licensesattribution_text: Formatted Creative Commons attribution string (empty if not required)license_url: URL to the CC license deed (empty if not required)relevance_score: Relevance to the subject (0-1)quality_score: Content quality score (0-1)topics: JSON array of detected topicscharacter_count: Length of the textsubject_name: The subject this content relates tosubject_type: "personality" or "topic"extraction_date: When the content was extractedembedding: Pre-computed 384-dimensional embedding vector
Attribution
0 of 3,861 chunks in this corpus require attribution under their source license.
When building lessons from these chunks, the attribution_text field must be surfaced
in the lesson output per the Legend Leadership Attribution Tracking Spec.
Usage
from datasets import load_dataset
dataset = load_dataset("PhillyMac/Influence_Without_Authority_Content_1")
# Access attribution-required chunks
for item in dataset["train"]:
if item["attribution_required"]:
print(item["attribution_text"])
Integration with RAG
This dataset is designed to be integrated with existing embedded corpuses. The embeddings use the sentence-transformers/all-MiniLM-L6-v2 model, compatible with FAISS indexing.
License
Content is sourced from public domain and Creative Commons licensed materials.
See individual license_type fields for per-chunk licensing details.
Generated By
Deku Corpus Builder - An automated corpus building system for AI applications.
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