Artificial Intelligence in Cancer Care: Addressing Challenges and Health Equity

Artificial Intelligence in Cancer Care: Addressing Challenges and Health Equity

Publication date: Apr 16, 2025

AI-enhanced precision medicine improves cancer detection, treatment outcomes, and personalization by analyzing imaging and pathology data, offering more accurate predictions and reducing health care disparities. Insufficient data limit the models ability to generalize beyond the training examples, resulting in overfitting to the specific data set and poor performance on unseen or diverse data. Key Studies Employing AI Methodologies Across Various Cancer TypesConclusionThe integration of AI and ML technologies has transformed health care, providing innovative tools for disease diagnosis and treatment planning. AI-driven personalized treatment, leveraging models like NAFNet, is improving prostate cancer risk stratification by accurately predicting biochemical recurrence and adverse pathology from MRI scans. However, in the field of precision medicine, such data sets are often scarce due to the complexity and multifaceted nature of biological data. Moreover, AI-powered telemedicine and virtual care have significant potential to improve health care access, particularly in underserved regions. Algorithmic biases have profound implications in precision medicine, where unequal representation in data sets can exacerbate existing health disparities.

Concepts Keywords
40recent Care
Affordable Clinical
Papillomavirusrelated Deep
Prostatectomy Jg
Learning
Models
Outcomes
Pathology
Potential
Precision
Prostate
Risk
Specific
Treatment
Tumor

Semantics

Type Source Name
disease MESH overtreatment
disease MESH erectile dysfunction
disease MESH prostate cancer
disease MESH overdiagnosis
disease MESH breast cancer
disease MESH Cancer
disease MESH complications
disease MESH health disparities
disease MESH access to health care
disease MESH language barriers
disease MESH recurrence
disease MESH disease progression
disease MESH anomalies
disease MESH nonsmall cell lung cancer
drug DRUGBANK Erlotinib
drug DRUGBANK Ramucirumab
drug DRUGBANK Atezolizumab
disease MESH COVID-19
drug DRUGBANK Ritonavir
drug DRUGBANK Lopinavir
drug DRUGBANK Tropicamide
disease MESH metastasis
disease MESH oropharyngeal cancers
disease MESH necrosis
disease MESH brain tumors
disease MESH carcinoma
drug DRUGBANK Spinosad
disease MESH lung cancer
drug DRUGBANK Isoxaflutole

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