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Front Psychiatry . 2024 Oct 4;15:1391312. doi: 10.3389/fpsyt.2024.1391312 Resilience after adversity: an umbrella review of adversity protective factors and resilience-promoting interventions Biruk Beletew Abate Biruk Beletew Abate 1 College of Medicine and Health Science, Woldia University, Woldia, Ethiopia Find artic... | https://pmc.ncbi.nlm.nih.gov/articles/PMC11487322/ | Resilience after adversity: an umbrella review of adversity protective factors and resilience-promoting interventions - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.662 | 0.838 | ["crisis", "education"] | 512 | Resilience Leading Through Adversity | topic | 2026-04-10T04:55:29.800453 | [
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Health Science, University of Gondar, Gondar, Ethiopia Find articles by Ashenafi Kibret Sendekie 2 , Abay Woday Tadesse Abay Woday Tadesse 3 College of Medicine and Health Sciences, Samara University, Samara, Ethiopia 4 Curtin School of Population Health, Curtin University, Perth, WA, Australia Find articles by Abay Wo... | https://pmc.ncbi.nlm.nih.gov/articles/PMC11487322/ | Resilience after adversity: an umbrella review of adversity protective factors and resilience-promoting interventions - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.507 | 0.706 | ["education"] | 511 | Resilience Leading Through Adversity | topic | 2026-04-10T04:55:29.800583 | [
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by Tesfaye Engdaw 1 , Ayelign Mengesha Ayelign Mengesha 1 College of Medicine and Health Science, Woldia University, Woldia, Ethiopia Find articles by Ayelign Mengesha 1 , Alemu Birara Zemariam Alemu Birara Zemariam 1 College of Medicine and Health Science, Woldia University, Woldia, Ethiopia Find articles by Alemu Bir... | https://pmc.ncbi.nlm.nih.gov/articles/PMC11487322/ | Resilience after adversity: an umbrella review of adversity protective factors and resilience-promoting interventions - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.498 | 0.673 | ["education"] | 512 | Resilience Leading Through Adversity | topic | 2026-04-10T04:55:29.800652 | [
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Find articles by Addis Wondmagegn Alamaw 1 , Gebremeskel Abebe Gebremeskel Abebe 1 College of Medicine and Health Science, Woldia University, Woldia, Ethiopia Find articles by Gebremeskel Abebe 1 , Molla Azmeraw Molla Azmeraw 1 College of Medicine and Health Science, Woldia University, Woldia, Ethiopia Find articles by... | https://pmc.ncbi.nlm.nih.gov/articles/PMC11487322/ | Resilience after adversity: an umbrella review of adversity protective factors and resilience-promoting interventions - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.503 | 0.7 | ["education", "philosophy"] | 511 | Resilience Leading Through Adversity | topic | 2026-04-10T04:55:29.800713 | [
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ty, Woldia, Ethiopia 2 Department of Clinical Pharmacy, College of Medicine and Health Science, University of Gondar, Gondar, Ethiopia 3 College of Medicine and Health Sciences, Samara University, Samara, Ethiopia 4 Curtin School of Population Health, Curtin University, Perth, WA, Australia Edited by: Ali Nawaz Khan, H... | https://pmc.ncbi.nlm.nih.gov/articles/PMC11487322/ | Resilience after adversity: an umbrella review of adversity protective factors and resilience-promoting interventions - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.501 | 0.692 | ["education", "governance", "war_conflict"] | 512 | Resilience Leading Through Adversity | topic | 2026-04-10T04:55:29.800772 | [
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✉ *Correspondence: Biruk Beletew Abate, birukkelemb@gmail.com Received 2024 Feb 25; Accepted 2024 Aug 20; Collection date 2024. Copyright © 2024 Abate, Sendekie, Tadesse, Engdaw, Mengesha, Zemariam, Alamaw, Abebe and Azmeraw This is an open-access article distributed under the terms of the Creative Commons Attribution ... | https://pmc.ncbi.nlm.nih.gov/articles/PMC11487322/ | Resilience after adversity: an umbrella review of adversity protective factors and resilience-promoting interventions - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.511 | 0.844 | ["innovation"] | 510 | Resilience Leading Through Adversity | topic | 2026-04-10T04:55:29.800821 | [
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s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. PMC Copyright notice PMCID: PMC11487322 PMID: 39429523 Abstract Introduction Resilience is the dynamic adap... | https://pmc.ncbi.nlm.nih.gov/articles/PMC11487322/ | Resilience after adversity: an umbrella review of adversity protective factors and resilience-promoting interventions - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.5 | 0.834 | [] | 484 | Resilience Leading Through Adversity | topic | 2026-04-10T04:55:29.800879 | [
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ces, critical transitions, or physical illnesses. Resilience after adversity can be fostered through protective factors and the implementation of interventions that promote resilience. Hence, it is essential to investigate both protective and vulnerable factors to reduce the negative effects of unfavorable life events ... | https://pmc.ncbi.nlm.nih.gov/articles/PMC11487322/ | Resilience after adversity: an umbrella review of adversity protective factors and resilience-promoting interventions - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.507 | 0.83 | ["crisis"] | 512 | Resilience Leading Through Adversity | topic | 2026-04-10T04:55:29.800932 | [
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, and resilience-promoting interventions to possess resilience after adversity in a global context. Methods The study included English language articles sourced from PubMed, Embase, Scopus, Web of Sciences, the Cochrane Database of Systematic Reviews, Scopus, and Google Scholar published before 15 April 2024. These art... | https://pmc.ncbi.nlm.nih.gov/articles/PMC11487322/ | Resilience after adversity: an umbrella review of adversity protective factors and resilience-promoting interventions - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.683 | 0.838 | ["crisis", "education"] | 512 | Resilience Leading Through Adversity | topic | 2026-04-10T04:55:29.800988 | [
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a global context without a population age limitation. The quality of the included studies was assessed using the Assessment of Multiple Systematic Reviews. A weighted inverse-variance random-effects model was applied to find the pooled estimates. The subgroup analysis, heterogeneity, publication bias, and sensitivity a... | https://pmc.ncbi.nlm.nih.gov/articles/PMC11487322/ | Resilience after adversity: an umbrella review of adversity protective factors and resilience-promoting interventions - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.515 | 0.826 | [] | 444 | Resilience Leading Through Adversity | topic | 2026-04-10T04:55:29.801032 | [
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ticipants) were included in this umbrella review. From the random-effects model analysis, the pooled effect of adversity on the development of resilience was 0.25 ( p < 0.001). The pooled effects of adversity-protective factors and resilience-promoting interventions after adversity were 0.31 ( p < 0.001) and 0.42 ( p <... | https://pmc.ncbi.nlm.nih.gov/articles/PMC11487322/ | Resilience after adversity: an umbrella review of adversity protective factors and resilience-promoting interventions - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.676 | 0.704 | ["crisis"] | 512 | Resilience Leading Through Adversity | topic | 2026-04-10T04:55:29.801084 | [
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ility of support, cognitive ability, community cohesion, positive self-perception, religious involvement, and self-regulation, respectively. The pooled effects of specific resilience-promoting interventions were 0.30, 0.21, 0.51, and 0.52 for cognitive behavior therapy (CBT) interventions, mindfulness-based interventio... | https://pmc.ncbi.nlm.nih.gov/articles/PMC11487322/ | Resilience after adversity: an umbrella review of adversity protective factors and resilience-promoting interventions - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.644 | 0.664 | ["crisis"] | 511 | Resilience Leading Through Adversity | topic | 2026-04-10T04:55:29.801136 | [
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eople who experienced early adversity can develop resilience later in life. The study highlights the need to consider adversity protective factors, such as availability of support (family, friends, and school), cognitive ability, community cohesion, positive self-perception, religious involvement, and self-regulation, ... | https://pmc.ncbi.nlm.nih.gov/articles/PMC11487322/ | Resilience after adversity: an umbrella review of adversity protective factors and resilience-promoting interventions - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.638 | 0.812 | ["crisis", "education", "family"] | 488 | Resilience Leading Through Adversity | topic | 2026-04-10T04:55:29.801187 | [
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ntions, to enhance resilience promotion programs. Keywords: adversity, resilient, protecting factors, interventions, umbrella review Introduction Adverse childhood experiences (ACEs) are potentially traumatic events that can be categorized as abuse (physical, emotional, and sexual), neglect (physical and emotional), an... | https://pmc.ncbi.nlm.nih.gov/articles/PMC11487322/ | Resilience after adversity: an umbrella review of adversity protective factors and resilience-promoting interventions - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.633 | 0.812 | ["crisis", "family"] | 449 | Resilience Leading Through Adversity | topic | 2026-04-10T04:55:29.801240 | [
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cerated relative, and substance abuse) ( 1 – 3 ). Exposure to ACEs can raise the risk of various health and social problems, including harm, sexually transmitted diseases, maternity and pediatric health issues (teen pregnancy, pregnancy complications, and fetal death), human trafficking, suicide, and chronic diseases s... | https://pmc.ncbi.nlm.nih.gov/articles/PMC11487322/ | Resilience after adversity: an umbrella review of adversity protective factors and resilience-promoting interventions - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.402 | 0.838 | [] | 478 | Resilience Leading Through Adversity | topic | 2026-04-10T04:55:29.801285 | [
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s powerful determinants of health and well-being. Originating from various sources, ACEs can have long-term detrimental effects on physical and mental health. These experiences are associated with an increased risk of developmental delays, learning difficulties, depression, diabetes, heart disease, substance abuse, and... | https://pmc.ncbi.nlm.nih.gov/articles/PMC11487322/ | Resilience after adversity: an umbrella review of adversity protective factors and resilience-promoting interventions - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.378 | 0.846 | ["crisis", "education"] | 511 | Resilience Leading Through Adversity | topic | 2026-04-10T04:55:29.801337 | [
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ast and present traumas, and a graded association was observed between the number of ACE categories and the incidence of adult disorders such as liver disease, cancer, ischemic heart disease, chronic lung disease, and skeletal fractures ( 4 ). The prevalence and impact of ACEs is a global concern, although the extent o... | https://pmc.ncbi.nlm.nih.gov/articles/PMC11487322/ | Resilience after adversity: an umbrella review of adversity protective factors and resilience-promoting interventions - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.412 | 0.854 | [] | 512 | Resilience Leading Through Adversity | topic | 2026-04-10T04:55:29.801386 | [
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n contribute to inconsistencies in prevalence rates, the available evidence suggests that ACEs are widespread. For instance, studies have reported ACE prevalence rates ranging from 31% to 93.5% in China ( 5 , 6 ), 46.2% in young Europeans ( 7 ), and a substantial 72% to 82% in Sub-Saharan Africa ( 8 ). The primary goal... | https://pmc.ncbi.nlm.nih.gov/articles/PMC11487322/ | Resilience after adversity: an umbrella review of adversity protective factors and resilience-promoting interventions - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.514 | 0.874 | ["crisis", "networking"] | 510 | Resilience Leading Through Adversity | topic | 2026-04-10T04:55:29.801439 | [
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people’s capacity to overcome, adapt, and thrive. Research suggests that protective factors within the home, school, and community are acknowledged, nurtured, and understood ( 9 – 11 ). Individual resilience is defined as the ability to tolerate, adjust to, and overcome stress and adversity ( 12 ). This capacity is fos... | https://pmc.ncbi.nlm.nih.gov/articles/PMC11487322/ | Resilience after adversity: an umbrella review of adversity protective factors and resilience-promoting interventions - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.55 | 0.83 | ["education", "crisis", "networking", "family"] | 423 | Resilience Leading Through Adversity | topic | 2026-04-10T04:55:29.801493 | [
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experiences, and supportive relationships ( 13 ). Resilience acts as a buffer against the detrimental effects of stress, promoting positive emotional and cognitive development in children ( 13 ). Several factors influence the development of resilience. The duration of adversity, the presence of supportive relationships... | https://pmc.ncbi.nlm.nih.gov/articles/PMC11487322/ | Resilience after adversity: an umbrella review of adversity protective factors and resilience-promoting interventions - PMC | pmc.ncbi.nlm.nih.gov | public_domain | false | 0.669 | 0.85 | ["crisis", "networking", "family"] | 512 | Resilience Leading Through Adversity | topic | 2026-04-10T04:55:29.801545 | [
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End of preview. Expand in Data Studio
Resilience Leading Through Adversity — Practical
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 649 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/Resilience_Leading_Through_Adversity_Practical")
# 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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