← Back to Research Radar
Academic Publication Academic Publication

Sociodemographic bias in clinical machine learning models: a scoping review of algorithmic bias instances and mechanisms

54
Citations
February 1, 2025
Published Date

Research Abstract & Technology Focus

No abstract provided for this literature.
Read Full Literature

AI Semantic Synergy Context

Connecting this academic literature to real-world market discussions and products.

crossref.org › academic paper
70%
🔥

Sociodemographic bias in clinical machine learning models: a scoping review of algorithmic bias instances and mechanisms

No description provided.

crossref.org › academic paper
0%

Bias in medical AI: Implications for clinical decision-making

Biases in medical artificial intelligence (AI) arise and compound throughout the AI lifecycle. These biases can have significant clinical consequences, especially in applications that involve clini...

openalex.org › research concept
0%

Research Unmuted – Episode 9: Fixing Data Imbalance Can Harm Clinical AI

This episode is part of Research Unmuted (https://research-unmuted.uk), a scientific audio journal aimed at translating contemporary medical and digital health research into an accessible, yet acad...

crossref.org › academic paper
0%

Explainable AI in Clinical Decision Support Systems: A Meta-Analysis of Methods, Applications, and Usability Challenges

Background: Theintegration of artificial intelligence (AI) into clinical decision support systems (CDSSs) has significantly enhanced diagnostic precision, risk stratification, and treatment plannin...

crossref.org › academic paper
0%

A review of model evaluation metrics for machine learning in genetics and genomics

Machine learning (ML) has shown great promise in genetics and genomics where large and complex datasets have the potential to provide insight into many aspects of disease risk, pathogenesis of gene...

Frequently Asked Questions (FAQ)

Curated market intelligence mapped to this research.

What is the core focus of the research titled 'Sociodemographic bias in clinical machine learning models: a scoping review of algorithmic bias instances and mechanisms'?

This literature focuses on:

Are there open-source GitHub repositories related to Sociodemographic bias in clinical machine learning models: a scoping review of algorithmic bias instances and mechanisms?

Yes, open-source projects like QuipNetwork/xq-rs (A rust implementation of the Quip Network's quantum virtual machine.) are actively building upon these concepts.

Which startups are commercializing the technology behind Sociodemographic bias in clinical machine learning models: a scoping review of algorithmic bias instances and mechanisms?

Products like Superset are bringing this to market. Their focus is: Run an army of Claude Code, Codex, etc. on your machine.

What other academic literature is closely related to 'Sociodemographic bias in clinical machine learning models: a scoping review of algorithmic bias instances and mechanisms'?

Yes, highly correlated activity was mapped. An entry titled 'Sociodemographic bias in clinical machine learning models: a scoping review of algorithmic bias instances and mechanisms' discusses this: No description provided.

Cite this Market Intelligence Report

Reference our AI-mapped synergy between this research and the commercial market to instantly build authority.

Commercial Realization

Startups and Open Source tools heavily associated with the concepts explored in this paper.

Associated Media Narrative