ReviewGut2022
Artificial intelligence and machine learning for early detection and diagnosis of colorectal cancer in sub-Saharan Africa.
Abstract readReview
In one paragraph
Review in Gut, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 28 papers.
0numbers the graph read from it
0cells of the map it votes in
28citing papers in PubMed
–field-weighted citation impact
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.
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.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
28 citing papers in PubMed.
- Pediatric Colorectal Cancer in Africa: A Multicenter Study on Epidemiology, Management, and Outcomes Between 2000 and 2023.JGH open : an open access journal of gastroenterology and hepatology · 2026Article
- Multi Omics Integration in Colorectal Cancer: From Molecular Insights to Precision Oncology.Cancers · 2026Review
- Examining the gene network and prognostic biomarkers in the onset of colorectal cancer in stool samples using machine learning.Discover oncology · 2026Article
- Harnessing data science for health discovery and innovation in Africa (DS-I Africa).Communications medicine · 2026Article
- Prognostic factors and survival outcomes in colorectal cancer: insights from a Ghanaian cohort.BMC gastroenterology · 2025Article
- Computed tomography-dominant surveillance strategies for colorectal cancer: Improving early detection of recurrence.World journal of gastrointestinal surgery · 2025Article
- Machine learning to evaluate the effects of non-clinical social determinant features in predicting colorectal Cancer mortality in a medically underserved Appalachian population.Scientific reports · 2025Article
- The learning health system imperative in low-resource contexts.Learning health systems · 2025Article
- Application of machine learning for early detection of chronic diseases in Africa.Journal of public health research · 2025Article
- The application of machine learning models in a resource-constrained environment.Irish journal of medical science · 2025Article
- Machine learning using scRNA-seq Combined with bulk-seq to identify lactylation-related hub genes in carotid arteriosclerosis.Scientific reports · 2025Article
- Bridging the gap: The role of technological advances in shaping gastrointestinal oncological outcomes.World journal of gastrointestinal oncology · 2025Article
- Enhancing the diagnostic accuracy of colorectal cancer through the integration of serum tumor markers and hematological indicators with machine learning algorithms.Clinical & translational oncology : official publication of the Federation of Spanish Oncology Societies and of the National Cancer Institute of Mexico · 2025Article
- Advancing artificial intelligence applicability in endoscopy through source-agnostic camera signal extraction from endoscopic images.PloS one · 2025Article
- Leveraging digital pathology and AI to transform clinical diagnosis in developing countries.Frontiers in medicine · 2025Article
- Article
- Review
- Integrating machine learning and artificial intelligence in life-course epidemiology: pathways to innovative public health solutions.BMC medicine · 2024Review
- Public health and research ethics education: the experience of developing a new cadre of bioethicists at a Ugandan institution.BMC medical education · 2024Article
- Optical imaging for screening and early cancer diagnosis in low-resource settings.Nature reviews bioengineering · 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
15 authors.
Akbar K WaljeeVeterans Affairs Center for Clinical Management Research, Ann Arbor, Michigan, USA awaljee@med.umich.edu.ORCID 0000-0003-1964-8790
Eileen M Weinheimer-HausDepartment of Internal Medicine, Division of Gastroenterology, University of Michigan, Ann Arbor, Michigan, USA.ORCID 0000-0001-5408-0024
Amina AbubakarInstitute for Human Development, The Aga Khan University, Nairobi, Kenya.
Anthony K NgugiDepartment of Population Health, The Aga Khan University, Nairobi, Kenya.
Geoffrey H SiwoDepartment of Internal Medicine, Division of Gastroenterology, University of Michigan, Ann Arbor, Michigan, USA.ORCID 0000-0003-0726-997X
Gifty KwakyeDepartment of Surgery, Division of Colorectal Surgery, University of Michigan, Ann Arbor, Michigan, USA.
Amit G SingalHarold C. Simmons Comprehensive Cancer Center, The University of Texas Southwestern Medical Center, Dallas, Texas, USA.ORCID 0000-0002-1172-3971
Arvind RaoMichigan Integrated Center for Health Analytics and Medical Prediction (MiCHAMP), University of Michigan, Ann Arbor, Michigan, USA.ORCID 0000-0002-9613-426X
Sameer D SainiVeterans Affairs Center for Clinical Management Research, Ann Arbor, Michigan, USA.
Andrew J ReadDepartment of Internal Medicine, Division of Gastroenterology, University of Michigan, Ann Arbor, Michigan, USA.ORCID 0000-0001-7336-8496
Jessica A BakerVeterans Affairs Center for Clinical Management Research, Ann Arbor, Michigan, USA.
Ulysses BalisDepartment of Pathology, University of Michigan Health System, Ann Arbor, Michigan, USA.ORCID 0000-0002-4168-1477
Christopher K OpioDepartment of Medicine, Aga Khan University Hospital Nairobi, Nairobi, Kenya.ORCID 0000-0001-8898-6350
Ji ZhuCenter for Global Health Equity, University of Michigan, Ann Arbor, Michigan, USA.
Mansoor N SalehO'Neal Comprehensive Cancer Center, The University of Alabama at Birmingham, Birmingham, Alabama, USA.
Funding
UZIMA-DS: UtiliZing health Information for Meaningful Impact in East Africa through Data ScienceU54TW012089 · FIC · AGA KHAN UNIVERSITY (KENYA) · PI Amina Abubakar Ali, Akbar K Waljee · 2021 to 2026
$7.7MSynthesizing Image-derived Heterogeneity with Genomic measurements for Assessing Disease Aggressiveness in Lower Grade GliomasR37CA214955 · NCI · UNIVERSITY OF TX MD ANDERSON CAN CTR · PI KURTEK, SEBASTIAN, RAO, ARVIND · 2018 to 2024
$3.9MFIC NIH HHS U54 TW012089NCI NIH HHS R37 CA214955
Abstract
PubMed holds no abstract for this paper.
Indexed as
Artificial IntelligenceColorectal NeoplasmsAfrica South of the SaharaEarly Detection of CancerHumansMachine LearningArtifiical IntelligenceCOLORECTAL CANCERSURVEILLANCE
Identifiers
What OpenQuestion holds
Textmetadata
LicenceCC BY-NC
Read underepoch 390
Registered trials
None linked
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.