Deep Dive AI | Rural Healthcare | Michigan | November 2026 The MRI Math That Shapes Rural Healthcare in Michigan How a small rural hospital can perform 2,700 MRI examinations and have the state recognize more than 5,000 adjusted procedures. Certificate of Need Rural Michigan Interactive Calculator Imagine a hospital serving a small Michigan community. The MRI schedule is full, an inpatient needs imaging, and an outpatient is trying to avoid another long drive. The hospital wants to expand access. But before adding equipment, Michigan asks a question that sounds simple: How many MRI procedures does the hospital perform? In Michigan, that question has more than one answer. A patient visit is not always one procedure, and one procedure is not always one adjusted procedure . The distinction shapes decisions about imaging access throughout rural communities like Coldwater. The Bottom Line Michigan's Certificate of Need (CON) system uses weighted MRI pr...

Deep Dive EP10 · November 1, 2026 A transportation comparison is only useful when its inputs are visible. Episode 10 uses a long-range thought experiment, not a price quote or a forecast. This article lays out the arithmetic and corrects the totals spoken in the original narration. The correction The hybrid-then-rides example has three inputs: Vehicle purchase: $30,000. Operating costs: 15 years × $3,000 = $45,000. Later rides: 10 years × 12 months × 12 one-way rides × $30 = $43,200. Total: $118,200. The spoken $111,000 total does not match those inputs. Compared with the illustrative $225,000 premium scenario, the difference is $106,800 , not the narrated $114,000. The original audio is preserved; the videos show the correction on screen. Five examples under stated assumptions These examples cover 25 years, 2031–2055, using constant 2026 dollars. They exclude financing, inflation, opportunity costs and ending resale value. Purchase amounts, annual costs and ride prices are assumption...

Deep Dive EP10 · November 1, 2026 A long-term transportation plan should leave room for real life. A vehicle can become too expensive to keep, a comfortable driving route can change, and a promised service may never reach your town. The useful question is not which technology will win in 2050. It is what keeps your everyday trips possible when your needs change. Start with the trips, not the technology Write down the places you need to reach: groceries, medical appointments, friends and family. Count one-way trips, including the return journey. Note the trips that cannot wait, the ones that happen after dark, and the routes you would avoid in bad weather. That list is a better starting point than an advertised feature. A service that works for one destination may not cover another. A low fare is not useful if the ride is unavailable when you need it. A bridge vehicle is an option, not an obligation The episode considers keeping an existing car while it remains safe and economical, th...

Watch the explainer: https://youtu.be/DoQ9kYLTkwA - or the 1-minute Short: https://youtu.be/EvoKKYPKcV4 1. Introduction: The $100-a-Month AI Habit Artificial intelligence was supposed to save us time and money. Instead, for many of us, it has quietly introduced a shiny new recurring expense: a bloated list of monthly software subscriptions. It usually starts innocently enough. You sign up for ChatGPT to help with everyday tasks. Soon after, a colleague swears that Claude produces far better long-form writing, so you add a second plan. Gemini catches your eye because you already spend your workday inside Google Workspace. Then an AI video generator looks too impressive to pass up, a specialized research assistant pops onto your radar, and an automation tool promises to tie it all together. Before long, you find yourself with five open browser tabs—all essentially drafting variations of the exact same email—or paying a $20 monthly premium just to ask a chatbot to fix your grammar. ...

Watch the full episode: https://youtu.be/YdS0aJ4z63g 1. Introduction & Hook 1.1 The Relatable Subscription Trap Artificial intelligence was promised as the ultimate time and money saver. Yet for many of us, it has quietly morphed into a recurring monthly tax. It usually starts innocently with a single $20 subscription to ChatGPT. Soon, a colleague swears Claude is light-years ahead for drafting text. Then Gemini catches your eye because you practically live in Google Docs. Toss in an AI video generator, a source-grounded research tool, and a specialized workflow automation app, and suddenly you are staring at a credit card statement wondering why you are paying for five separate text boxes that essentially do the exact same thing. 1.2 The Bottom Line The Bottom Line: Most people are paying for redundant capabilities across multiple general-purpose AI platforms. By running a quick practical audit, testing real-world assignments instead of relying on slick marketing demos, an...

Deep Dive field report: This article follows the former Kalamazoo & South Haven Railroad through the surviving landscape of today’s Kal-Haven Trail. The Kal-Haven Trail is a useful field study in infrastructure because it shows both halves of a transportation system: how a corridor creates places, and how those places respond when the corridor’s original technology stops working. The former Kalamazoo & South Haven Railroad was incorporated in 1869, reached Alamo by 1870, and reached South Haven in 1871. Its right-of-way reorganized movement across rural southwestern Michigan. Goods that were difficult to move by road—lumber, grain, farm products, livestock, mint oil, and later fruit—could be gathered at a siding and sent toward Kalamazoo, Chicago, or Lake Michigan. Infrastructure is a town-building sequence The source material describes a repeatable sequence: railroad stop to depot, depot to post office, post office to general store, store to industry, then houses and a ...

Deep Dive field report: This article follows the former Kalamazoo & South Haven Railroad through the surviving landscape of today’s Kal-Haven Trail. A ride on the Kal-Haven Trail can feel like a quiet trip through trees and farmland. The straightness of the route tells a different story. This is the former Kalamazoo & South Haven Railroad corridor, a transportation line incorporated in 1869 to connect inland Kalamazoo with the Lake Michigan port at South Haven. Trains reached Alamo by 1870 and South Haven by 1871. The trail is not merely near the old railroad; for much of its length it follows the engineered right-of-way. That makes the blue heritage panels more than roadside decoration. They are clues to a landscape that was built around freight, passengers, depots, water, mills, and markets—and then reshaped after the railroad disappeared. The line that made places possible Before the railroad, a farm could produce goods and still be isolated from dependable markets. A...