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Cloud Posse holds LIVE "Office Hours" every Wednesday to answer questions on all things related to AWS, DevOps, Terraform, Kubernetes, CI/CD. Register at https://cloudposse.com/office-hoursSupport the show
Send us Fan MailPaper Discussed in this Episode: A Deep Learning Framework for Automated Triage of Breast Cancer Biopsies in Malaysia: A Simulation Study to Reduce Resource Consumption and Diagnostic Turnaround Time. Susilo YKB, Yuliana D, Rahman SA, Leong SL. Clinical Breast Cancer 2026.Episode Summary: In this journal club deep dive on the Digital Pathology Podcast, we explore a 2026 study tackling severe diagnostic bottlenecks in breast cancer care. Facing a critical shortage of pathologists and agonizing patient wait times, researchers in Malaysia designed a deep learning triage system. But here is the major twist: they trained their highly accurate AI entirely on fake, synthetic tissue. We examine how this virtual simulation could revolutionize resource-constrained healthcare systems and ask a profound philosophical question: are the most powerful medical tools of tomorrow going to be built from the digital ghosts of patients who never even existed?In This Episode, We Cover:• The FIFO Problem: Why the standard "First-In, First-Out" (FIFO) laboratory queue is failing patients, burying urgent malignancies under routine benign cases (which make up 70-80% of biopsies), and causing excruciating turnaround times of over 14 days.• The AI Triage Solution: How researchers used a Convolutional Neural Network (based on ResNet50) combined with an attention-based Multiple Instance Learning (MIL) mechanism to analyze massive whole-slide images and automatically bump suspicious cases to the front of the line.• Training on "Digital Ghosts": The wild reality of Generative Adversarial Networks (GANs) like StyleGAN2-ADA. To bypass privacy laws and data scarcity, the AI was trained on 10,000 completely synthetic biopsy slides that were mathematically so realistic, expert human pathologists gave them a plausibility rating of over 90%.• The Virtual Hospital: How researchers built an in-silico Discrete-Event Simulation using a Python library called SimPy. By inputting real-world hospital parameters, they created a digital twin to safely stress-test their AI without risking real patient lives.• Transformative Results: The simulation projected a 38.3% reduction in wait times for critical cancer cases and a massive 22.5% drop in pathologist workload (saving over 422 hours annually). It also highlighted a 15.2% decrease in toxic reagent use, proving AI can support green laboratory sustainability initiatives.• The Reality Check: Why this incredible simulated blueprint still needs rigorous real-world clinical validation before it can overcome the physical, messy inconsistencies—like tissue folds, scanner downtime, and variable stains—of a live laboratory.Key Takeaway: Algorithmic queue management can fundamentally transform resource-constrained health systems. By proving that a highly accurate, cancer-detecting AI can be trained on purely synthetic data, this study offers a compelling blueprint to bypass privacy hurdles and data scarcity, drastically cutting diagnostic delays and saving vital specialist hoursSupport the showGet the "Digital Pathology 101" FREE E-book and join us!
00:00 – 11:40– A snowy start to Monday, a horrible night for basketball in the state, Pacers lose again and both Purdue and Indiana take losses, are the Colts and Daniel Jones at odds on a contract extension? 11:41 – 21:58 – Morning Checkdown 21:59 – 44:13 – Our morning commutes , the biggest news coming out of the combine for the Colts: Anthony Richardson requests a trade and the Daniel Jones situation is becoming interesting and the transition tag may now be in play and what that means, what it would mean for Alec Pierce, the difference between the franchise and transition tags, did the Colts error in decision-making when they traded for Sauce Gardner knowing they could lose Jones or Pierce or both? 43:14 – 1:07:00 – IndyCar Radio’s Mark Jaynes joins us to recap the St. Pete season opener, Alex Palou’s unbelievable run carries over into 2026, other notes and nuggets from the season opener, a busier start to the season, the countdown to the 500, Morning Checkdown 1:07:01 – 1:18:17 – CM Punk’s Bulls-themed intro over the weekend, Michael Jordan’s NASCAR team is on a roll to start the season, GOATs of the Week 1:18:18 – 1:26:47 – Should the Colts be worried if Daniel Jones walks?, alternatives if the Colts lose Jones 1:26:48 – 1:54:05 – Jake Arthur of Locked On Colts joins us and discusses what the Colts should do when it comes to Daniel Jones and Alec Pierce, who he would choose if he had to pick one or the other, a position he thinks is deep this year and one that isn’t, positions of need for the Colts this off-season, the future of Zaire Franklin, the snow this morning, deadline fast approaching for Jones and Pierce: what we think will happen, Morning Checkdown 1:54:06 – 2:00:37 – Matt Painter vents after another poor effort after Purdue’s loss to Ohio State yesterday, tournament and championship dreams seem to be fading 2:00:38 – 2:09:20 – E-learning vs. 2-hour delays, big Colts dominos falling in the next 24 hoursSupport the show: https://1075thefan.com/the-wake-up-call-1075-the-fan/See omnystudio.com/listener for privacy information.
Cloud Posse holds LIVE "Office Hours" every Wednesday to answer questions on all things related to AWS, DevOps, Terraform, Kubernetes, CI/CD. Register at https://cloudposse.com/office-hoursSupport the show
Cloud Posse holds LIVE "Office Hours" every Wednesday to answer questions on all things related to AWS, DevOps, Terraform, Kubernetes, CI/CD. Register at https://cloudposse.com/office-hoursSupport the show
Cloud Posse holds LIVE "Office Hours" every Wednesday to answer questions on all things related to AWS, DevOps, Terraform, Kubernetes, CI/CD. Register at https://cloudposse.com/office-hoursSupport the show
Cloud Posse holds LIVE "Office Hours" every Wednesday to answer questions on all things related to AWS, DevOps, Terraform, Kubernetes, CI/CD. Register at https://cloudposse.com/office-hoursSupport the show
Cloud Posse holds LIVE "Office Hours" every Wednesday to answer questions on all things related to AWS, DevOps, Terraform, Kubernetes, CI/CD. Register at https://cloudposse.com/office-hoursSupport the show
Cloud Posse holds LIVE "Office Hours" every Wednesday to answer questions on all things related to AWS, DevOps, Terraform, Kubernetes, CI/CD. Register at https://cloudposse.com/office-hoursSupport the show
Cloud Posse holds LIVE "Office Hours" every Wednesday to answer questions on all things related to AWS, DevOps, Terraform, Kubernetes, CI/CD. Register at https://cloudposse.com/office-hoursSupport the show
Cloud Posse holds LIVE "Office Hours" every Wednesday to answer questions on all things related to AWS, DevOps, Terraform, Kubernetes, CI/CD. Register at https://cloudposse.com/office-hoursSupport the show
Cloud Posse holds LIVE "Office Hours" every Wednesday to answer questions on all things related to AWS, DevOps, Terraform, Kubernetes, CI/CD. Register at https://cloudposse.com/office-hoursSupport the show
Cloud Posse holds LIVE "Office Hours" every Wednesday to answer questions on all things related to AWS, DevOps, Terraform, Kubernetes, CI/CD. Register at https://cloudposse.com/office-hoursSupport the show
Cloud Posse holds LIVE "Office Hours" every Wednesday to answer questions on all things related to AWS, DevOps, Terraform, Kubernetes, CI/CD. Register at https://cloudposse.com/office-hoursSupport the show
Cloud Posse holds LIVE "Office Hours" every Wednesday to answer questions on all things related to AWS, DevOps, Terraform, Kubernetes, CI/CD. Register at https://cloudposse.com/office-hoursSupport the show
Cloud Posse holds LIVE "Office Hours" every Wednesday to answer questions on all things related to AWS, DevOps, Terraform, Kubernetes, CI/CD. Register at https://cloudposse.com/office-hoursSupport the show
Cloud Posse holds LIVE "Office Hours" every Wednesday to answer questions on all things related to AWS, DevOps, Terraform, Kubernetes, CI/CD. Register at https://cloudposse.com/office-hoursSupport the show
Cloud Posse holds LIVE "Office Hours" every Wednesday to answer questions on all things related to AWS, DevOps, Terraform, Kubernetes, CI/CD. Register at https://cloudposse.com/office-hoursSupport the show
Cloud Posse holds LIVE "Office Hours" every Wednesday to answer questions on all things related to AWS, DevOps, Terraform, Kubernetes, CI/CD. Register at https://cloudposse.com/office-hoursSupport the show
Cloud Posse holds LIVE "Office Hours" every Wednesday to answer questions on all things related to AWS, DevOps, Terraform, Kubernetes, CI/CD. Register at https://cloudposse.com/office-hoursSupport the show
Cloud Posse holds LIVE "Office Hours" every Wednesday to answer questions on all things related to AWS, DevOps, Terraform, Kubernetes, CI/CD. Register at https://cloudposse.com/office-hoursSupport the show
Cloud Posse holds LIVE "Office Hours" every Wednesday to answer questions on all things related to AWS, DevOps, Terraform, Kubernetes, CI/CD. Register at https://cloudposse.com/office-hoursSupport the show
Cloud Posse holds LIVE "Office Hours" every Wednesday to answer questions on all things related to AWS, DevOps, Terraform, Kubernetes, CI/CD. Register at https://cloudposse.com/office-hoursSupport the show
Cloud Posse holds LIVE "Office Hours" every Wednesday to answer questions on all things related to AWS, DevOps, Terraform, Kubernetes, CI/CD. Register at https://cloudposse.com/office-hoursSupport the show
Cloud Posse holds LIVE "Office Hours" every Wednesday to answer questions on all things related to AWS, DevOps, Terraform, Kubernetes, CI/CD. Register at https://cloudposse.com/office-hoursSupport the show
Cloud Posse holds LIVE "Office Hours" every Wednesday to answer questions on all things related to AWS, DevOps, Terraform, Kubernetes, CI/CD. Register at https://cloudposse.com/office-hoursSupport the show
Cloud Posse holds LIVE "Office Hours" every Wednesday to answer questions on all things related to AWS, DevOps, Terraform, Kubernetes, CI/CD. Register at https://cloudposse.com/office-hoursSupport the show
Cloud Posse holds LIVE "Office Hours" every Wednesday to answer questions on all things related to AWS, DevOps, Terraform, Kubernetes, CI/CD. Register at https://cloudposse.com/office-hoursSupport the show
Cloud Posse holds LIVE "Office Hours" every Wednesday to answer questions on all things related to AWS, DevOps, Terraform, Kubernetes, CI/CD. Register at https://cloudposse.com/office-hoursSupport the show
Cloud Posse holds LIVE "Office Hours" every Wednesday to answer questions on all things related to AWS, DevOps, Terraform, Kubernetes, CI/CD. Register at https://cloudposse.com/office-hoursSupport the show
Cloud Posse holds LIVE "Office Hours" every Wednesday to answer questions on all things related to AWS, DevOps, Terraform, Kubernetes, CI/CD. Register at https://cloudposse.com/office-hoursSupport the show
Cloud Posse holds LIVE "Office Hours" every Wednesday to answer questions on all things related to AWS, DevOps, Terraform, Kubernetes, CI/CD. Register at https://cloudposse.com/office-hoursSupport the show
Cloud Posse holds LIVE "Office Hours" every Wednesday to answer questions on all things related to AWS, DevOps, Terraform, Kubernetes, CI/CD. Register at https://cloudposse.com/office-hoursSupport the show
00:00 – 12:29– Caitlin Clark returns to the Fever lineup today, setting the show up for the day, still having some Pacers thoughts 12:30 – 17:47 – Morning Checkdown 17:48 – 41:37 – James’ car vs. a suitcase, WNBA All-Star Draft and Caitlin Clark’s team, Caitlin Clark returns to take on Golden State today, Kevin Durant discusses his Achilles tear and the road to recovery, what it means for Haliburton as he begins his road back, Bennedict Mathurin posts a picture of him dunking on Myles Turner following news that Turner signed with the Bucks, Jeff leaving for the next two weeks, three Colts who could be re-signed 41:38 – 1:06:20 – Dewanna Bonner signs with the Mercury and her return to Indiana at the end of the month, our golf outing, we continue our Colts re-signing topic: Kwity Paye, Nick Cross, what are actual expectations with the Colts with Anthony Richardson and Daniel Jones?, Morning Checkdown 1:06:21 – 1:15:06 – Listener says the Colts could be good this year, we debate their winless streaks in Week 1 and at Jacksonville, Bob Kravitz had some interesting nuggets about Myles Turner’s decision to sign with the Bucks 1:15:07 – 1:24:21 – James’ conversation with Bob Kravitz and Turner agreeing to the Bucks deal minutes after receiving it, being told he’d have a bigger role with them 1:24:22 – 1:47:46 – IndyStar Fever reporter Chloe Peterson joins us to discuss Caitlin Clark’s return to the lineup, Clark’s injury plagued sophomore season with the Fever, expectations for her return today, how the offense will look against the Valkyries today, the WNBA All-Star Draft results, Pacers summer league starts tomorrow, Johnny Furphy expectations, Morning Checkdown 1:47:47 – 2:00:23 – Journal Sentinel Marquette basketball reporter Ben Steele joins us to discuss the Pacers drafting Kam Jones, his time at Marquette and what he brings to the table for the Pacers, surprised he lasted into the second round of the NBA Draft?, Myles Turner vibes in Milwaukee? 2:00:24 – 2:06:17 – Ronald McDonald stolen in Pennsylvania, Big Boy, Fever/Valkyries in a matter of hoursSupport the show: https://1075thefan.com/the-wake-up-call-1075-the-fan/See omnystudio.com/listener for privacy information.
Cloud Posse holds LIVE "Office Hours" every Wednesday to answer questions on all things related to AWS, DevOps, Terraform, Kubernetes, CI/CD. Register at https://cloudposse.com/office-hoursSupport the show
Cloud Posse holds LIVE "Office Hours" every Wednesday to answer questions on all things related to AWS, DevOps, Terraform, Kubernetes, CI/CD. Register at https://cloudposse.com/office-hoursSupport the show
Cloud Posse holds LIVE "Office Hours" every Wednesday to answer questions on all things related to AWS, DevOps, Terraform, Kubernetes, CI/CD. Register at https://cloudposse.com/office-hoursSupport the show
Cloud Posse holds LIVE "Office Hours" every Wednesday to answer questions on all things related to AWS, DevOps, Terraform, Kubernetes, CI/CD. Register at https://cloudposse.com/office-hoursSupport the show
Cloud Posse holds LIVE "Office Hours" every Wednesday to answer questions on all things related to AWS, DevOps, Terraform, Kubernetes, CI/CD. Register at https://cloudposse.com/office-hoursSupport the show
Cloud Posse holds LIVE "Office Hours" every Wednesday to answer questions on all things related to AWS, DevOps, Terraform, Kubernetes, CI/CD. Register at https://cloudposse.com/office-hoursSupport the show
Cloud Posse holds LIVE "Office Hours" every Wednesday to answer questions on all things related to AWS, DevOps, Terraform, Kubernetes, CI/CD. Register at https://cloudposse.com/office-hoursSupport the show
Cloud Posse holds LIVE "Office Hours" every Wednesday to answer questions on all things related to AWS, DevOps, Terraform, Kubernetes, CI/CD. Register at https://cloudposse.com/office-hoursSupport the show
Cloud Posse holds LIVE "Office Hours" every Wednesday to answer questions on all things related to AWS, DevOps, Terraform, Kubernetes, CI/CD. Register at https://cloudposse.com/office-hoursSupport the show
Cloud Posse holds LIVE "Office Hours" every Wednesday to answer questions on all things related to AWS, DevOps, Terraform, Kubernetes, CI/CD. Register at https://cloudposse.com/office-hoursSupport the show
Cloud Posse holds LIVE "Office Hours" every Wednesday to answer questions on all things related to AWS, DevOps, Terraform, Kubernetes, CI/CD. Register at https://cloudposse.com/office-hoursSupport the show
Cloud Posse holds LIVE "Office Hours" every Wednesday to answer questions on all things related to AWS, DevOps, Terraform, Kubernetes, CI/CD. Register at https://cloudposse.com/office-hoursSupport the show
Cloud Posse holds LIVE "Office Hours" every Wednesday to answer questions on all things related to AWS, DevOps, Terraform, Kubernetes, CI/CD. Register at https://cloudposse.com/office-hoursSupport the show
Cloud Posse holds LIVE "Office Hours" every Wednesday to answer questions on all things related to AWS, DevOps, Terraform, Kubernetes, CI/CD. Register at https://cloudposse.com/office-hoursSupport the show
Cloud Posse holds LIVE "Office Hours" every Wednesday to answer questions on all things related to AWS, DevOps, Terraform, Kubernetes, CI/CD. Register at https://cloudposse.com/office-hoursSupport the show
Cloud Posse holds LIVE "Office Hours" every Wednesday to answer questions on all things related to AWS, DevOps, Terraform, Kubernetes, CI/CD. Register at https://cloudposse.com/office-hoursSupport the show