Blogs & News

Emerging Techniques in AI-Based Prostate MRI Classification: Federated, Weakly Supervised, and Self-Supervised Learning

AI for prostate MRI classification has evolved rapidly, but data privacy, limited annotations, and domain variability still slow its translation

Explainability, Trust, and Transparency in AI-Based Prostate MRI Classification

As artificial intelligence becomes central to prostate MRI interpretation, one fundamental question remains: can clinicians truly trust what they don’t

Domain Shift in Prostate MRI AI: Differences in Equipment, Protocols, and Vendors

Artificial intelligence in prostate MRI is only as strong as the data it learns from. An AI model can learn

Challenges in Prostate MRI AI: Small Lesions, Low contrast, Motion, and Heterogeneity

Despite major advances in artificial intelligence for prostate MRI, several real-world challenges remain. From subtle, low-contrast lesions and patient motion

Regulatory, Safety, and Interpretability Considerations in AI MRI Tools

As artificial intelligence continues to transform prostate MRI analysis, its success in everyday clinical practice hinges on more than just

Integrating AI Classification Outputs into PACS and Reporting Systems

AI-based prostate MRI lesion classification delivers tremendous diagnostic power, but its true impact depends on seamless integration into clinical workflows

Radiologist vs AI Performance in Prostate Lesion Classification

The field of medical imaging is in a constant state of evolution, and nowhere is this more apparent than in

How MRI Lesion Classification Impacts Patient Management and Decision Making

MRI-based prostate cancer lesion classification has moved beyond simple image interpretation. Today, it directly influences how physicians make critical diagnostic

Clinical Trials and Prospective Validation of MRI-Based Prostate Cancer Classification

Artificial intelligence in prostate MRI has made enormous strides. Research has shown that AI can identify, segment, and classify suspicious

Benchmarking Published MRI Lesion Classification Models in Prostate Cancer AI

Comparing artificial intelligence (AI) models across different studies is essential to understanding progress in prostate MRI lesion classification. Despite an

Cross-Validation, External Validation, and Generalizability in Prostate MRI AI

Developing artificial intelligence for prostate MRI isn’t just about training a model that performs well on paper. An algorithm can

Performance Metrics in Prostate MRI AI: Sensitivity, Specificity, AUC, and Evaluation Levels

When evaluating artificial intelligence for prostate MRI analysis, it’s tempting to ask for a single, simple “accuracy” score. However, in

Transfer Learning, Domain Adaptation, and Data Augmentation in Prostate MRI AI

Artificial intelligence (AI) in prostate MRI is transforming how we detect and diagnose cancer. However, one of the biggest challenges

Hybrid and Multi-Modal Fusion Models for Prostate Cancer

Combining MRI-derived radiomic features with clinical data like PSA levels, biopsy results, and patient demographics is advancing prostate cancer lesion

Deep Learning for Prostate Cancer Lesion Detection

Deep learning has transformed prostate MRI analysis by automating lesion detection, segmentation, and classification. These AI models, built on Convolutional

Classical Machine Learning Models for Lesion Classification in Prostate MRI (SVM, Random Forest, XGBoost)

While deep learning architectures like neural networks dominate today’s AI headlines, classical machine learning (ML) algorithms remain highly relevant and

Reproducibility, Repeatability, and Harmonization of Radiomic Features Across Scanners

For radiomics to become a truly useful tool in clinical practice, its features must be consistent and comparable across different

Deep Features vs. Handcrafted Features in MRI Lesion Classification

In medical imaging, particularly for prostate MRI, how we teach a computer to “see” is everything. The goal is to

Feature Selection Methods in Prostate MRI Radiomics

Radiomics is a powerful field that converts medical images, like a prostate MRI, into a vast amount of quantitative data.

Radiomic Features (Shape, Texture, Intensity) for Prostate Lesion Classification

Radiomics is the process of converting medical images, such as MRIs, into a vast amount of high-dimensional, quantitative data. This

MRI Artifact Issues and Correction Methods in Prostate Imaging

Prostate MRI is a powerful diagnostic tool, offering a detailed view inside the body to help physicians find and assess

Multi-Parametric MRI (mpMRI) for Prostate Cancer: Combining T2, DWI, and DCE

Multi-parametric MRI (mpMRI) has become a cornerstone in the modern diagnosis and management of prostate cancer. By combining anatomical and

Dynamic Contrast-Enhanced (DCE) MRI in Prostate Cancer: Contrast Kinetics and Lesion Assessment

Dynamic Contrast-Enhanced MRI (DCE-MRI) is a powerful imaging sequence that adds a functional dimension to prostate cancer diagnosis. While T2-weighted

Diffusion-Weighted Imaging (DWI) and Apparent Diffusion Coefficient (ADC) in Prostate Cancer Lesion Classification

Magnetic Resonance Imaging (MRI) has transformed our ability to see inside the human body without invasive procedures. For prostate cancer,

MRI-Based Prostate Cancer Lesion Classification: A Comprehensive Guide

Prostate cancer is one of the most common cancers affecting men, but early detection dramatically improves outcomes. For decades, clinicians

young man sitting worried in a chair

AI and Prostate Cancer – A Supportive Tool for Doctors, Not a Replacement

Can Young Men Get Prostate Cancer? Understanding the Facts Prostate cancer is often seen as a disease of older men,

female doctor smiling off white background

AI and Prostate Cancer – A Supportive Tool for Doctors, Not a Replacement

Prostate cancer diagnosis is getting smarter, faster, and more precise. That’s the promise of AI and prostate cancer research coming

How Deep Learning in AI Is Reshaping Cancer Research Beyond Prostate Imaging

Expanding the Role of Deep Learning in Cancer Detection Deep learning, a powerful subset of artificial intelligence (AI), has fundamentally

How Machine Learning is Powering Modern AI Cancer Research at Bot Image

Advancements in artificial intelligence (AI) are revolutionizing the field of cancer research, and Bot Image stands at the forefront of

The Future of Prostate Cancer Diagnosis with AI-Powered MRI

Prostate cancer is one of the most common forms of cancer in men, and early detection is critical to improving

Cracking the Code of Prostate Cancer Staging and Aggressiveness

Understanding how doctors determine the stage and aggressiveness of prostate cancer is crucial for patients and their loved ones. This

Understanding Prostate Cancer Risk Factors to Protect Your Health

Introduction Prostate cancer is a significant health concern for many men worldwide. It is the second most common cancer among

When Should Men Start Screening for Prostate Cancer? Insights for Every Risk Level

Prostate cancer is one of the most common cancers affecting men worldwide. Early detection plays a crucial role in managing

Screening Tests for Prostate Cancer What You Need to Know

Introduction Prostate cancer is a significant health concern for men worldwide. Early detection is crucial for successful treatment and better

Navigating Prostate Cancer Screening To Protect Your Health

Prostate cancer is one of the most common cancers among men worldwide, making early detection vital for effective treatment. Understanding

Decode the Subtle Signs of Prostate Cancer

Unveiling the Silent Threat Prostate cancer is a topic that many shy away from, yet understanding its early warning signs

When Should Men Get Screened for Prostate Cancer? A Comprehensive Guide

Prostate cancer is one of the most common cancers affecting men worldwide. However, despite its prevalence, there is still considerable

Are Prostate Cancer Screening Tests Accurate? The Truth You Need to Know

Introduction Prostate cancer is a significant concern for men, especially as they age. Early detection is crucial for effective treatment

An Overview of Prostate Cancer Detection Standard of Care and The Role of MRI for Early Detection of Prostate Cancer

Randall W. Jones, D.Eng. (PhD, MBA) EARLY DETECTION through Screening Population-Based Screening Studies Screening for Prostate Cancer (PCa) continues to

The Use Of Prostatid In Cancer Detection, Diagnosis And Screening

Overview: ProstatIDTM is North America’s first FDA-Cleared Prostate Cancer SCREENING, Detection and Diagnostic AI software. With 94% AUROC (Area under

ConcertAI’s TeraRecon and Bot Image, Inc. Partnership 

 TeraRecon, on March 18, 2023 CAMBRIDGE, Mass., Mar. 18,2023  /PRNewswire/ — The Eureka Clinical AI platform, from ConcertAI’s TeraRecon, now

Omaha-Based MRI Medical Device Company, Bot Image, Receives FDA Clearance for AI

FOR IMMEDIATE RELEASE Bot Image, an Omaha-based MRI medical device company has developed an AI-driven medical device CAD software to…

Just released by Dr. Randall W Jones

Just released, The Healthcare Disruptor, by Dr. Randall W Jones. Dr. Jones writes about his journey from rural cowboy to medical device expert and CEO challenging the healthcare system with his inventions…

Bot Image Makes the List: 10 Most Advanced Medical Imaging Solution Providers 2022

Bot Image Inc: Facilitating Early Detection through Disruptive Technology In undetermined and unsettled times, one must be open to…

A Trailblazing Entrepreneur, Bringing Highly Accurate MRI Interpretation Software to Physicians

DR. RANDALL W. JONES FOUNDER & CEO OF BOT IMAGE, INC From joining the military at a young age to excelling at civilian jobs to…

Prostate Cancer Treatment can be safely delayed and inexpensively and accurately monitored thanks to AI

Bot Image, Inc., a Nebraska and Maine based Artificial Intelligence medical device company, has received FDA-clearance on its ProstatIDTM AI

ProstatID kick-starts your Prostate MRI program

ProstatID, THE AI software FDA-cleared for not only detection and diagnosis of PCa, but also for screening using bpMRI.   Yes,

New Studies Demonstrate that Bot Image’s Prostate Cancer AI Software Outperforms the Field

Bot Image, Inc., a Nebraska and Maine based Artificial Intelligence medical device company (www.botimageai.com), raised the performance bar with its

Bot Image highlights performance of ProstatID in study

AI medical device company Bot Image is highlighting the performance of its ProstatID in a study evaluating its ability to detect, diagnose, and screen for prostate cancer.

Dr. Randall Jones participates in GE’s Innovation Theater at RSNA Dec 2022

Dr. Randall Jones, CEO of BotImage and two other AI companies chosen to participate with GE HealthCare presenting during GE’s Innovation

RSNA 2022 – Accelerating digitally enabled care…

Dr. Randall Jones is one of the speakers this year. Come visit the GE Healthcare Booth #7324 on Nov. 30th at 1:35pm CT.

Saving Lives, Improving Prostate Cancer Detection with Artificial Intelligence

A prostate cancer diagnosis can be devastating news for the one in seven men who develop the disease in their lifetimes. Annually, 30,000…

10 Questions With Our Founder

We recently sat down with our founder to ask 10 questions about the company, the industry, and what are the options men have when facing…

A Conversation With Our CEO Dr. Randall Jones, PhD, MBA

We recently sat down with our CEO in his library to discuss the mission, vision, and values of Bot Image. We discussed ProstatID and the…

Successful Beta Test

We’re proud to announce that in partnership with our beta testing site, we processed our first test case using the cloud-based architecture on 6/18/2020.

ProstatID Passes FDA 510(k) Administrative Review

The Bot Image team has been hard at work trying to obtain FDA clearance. We’re excited to announce that we have passed the first major milestone on July 21, 2020.

Bot Image On Trial Site News

Trial Site News features the latest coverage of clinical research. Read the article here: