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The curious database powering America's hospitals

Most people assume America's healthcare infrastructure relies on modern, cloud-based systems, but Asianometry reveals a startling truth: a 1960s-era database language, born from a chaotic hospital ward, still powers the backbone of the U.S. Veterans Health Administration. This piece is not merely a history lesson; it is a forensic look at how a "monolithic" software architecture, designed for machines with less memory than a single text file, survived the digital wars to become the invisible engine of modern medicine.

The Birth of a Monolith

Asianometry begins by dismantling the myth of smooth technological adoption, painting a picture of 1960s hospital work as "chaotic" and prone to costly errors. The author argues that the solution wasn't just better hardware, but a fundamental rethink of how data flows. "The core of the task was to gather, process, store, and retrieve medical data in real time," Asianometry writes, highlighting the vision of Jordan Baroo, who pushed for a time-sharing system. This framing is effective because it grounds the technical history in the human urgency of patient care, rather than abstract engineering goals.

The curious database powering America's hospitals

The narrative takes a sharp turn when describing the initial failure of the project. The early attempts were bogged down by "assembly language" and "paper tape," creating a feedback loop so slow it threatened to kill the initiative. Asianometry notes that the project was essentially a disaster until two young recruits, Antonio Neil Papalardo and Kurt Marble, decided to ignore orders and build their own language. "Barnett told him that a hospital lab should not be doing that and two to three times even threatened to fire him if he did it," Asianometry writes. This anecdote is the piece's emotional anchor, illustrating that the most transformative software often emerges from rebellion against bureaucratic caution.

"The language interpreter, database management module, and the OS kernel, so to say, were all written as a single integrated body of code."

This tight integration is the author's central technical thesis. Unlike modern systems that stitch together disparate libraries, Mumps (or M) was a unified entity. Asianometry explains that this design was born of necessity—running on a PDP7 with only 18 kilobytes of memory—but it created a unique flexibility. The author describes the database as a "hierarchical" tree where data is stored in text nodes, allowing for rapid access to unstructured medical notes. Critics might argue that this monolithic approach makes the system rigid and hard to modernize, yet the piece suggests that for the specific, high-stakes environment of a hospital, this "bloat-free" architecture was a feature, not a bug.

The Standardization War

As the software spread, the lack of a central authority created a fragmentation crisis. Asianometry details how "organic viral propagation" led to a "babble problem," with at least seven distinct dialects circulating by 1972. The author draws a compelling parallel to the "Unix wars," warning that without intervention, the technology could have fractured into obsolescence. "The health department essentially paid for this committee effort pro bono to guarantee the future effectiveness of their existing M's language medical applications," Asianometry writes, underscoring the government's role as a reluctant but necessary arbiter.

The formation of the MUMPS Development Committee and the subsequent adoption of an American National Standard in 1977 is presented as the turning point that saved the technology. The author argues that this standardization allowed Mumps to escape the hospital and find unexpected homes in the Swiss parliament, the British Stock Exchange, and even Soviet fishing fleets. "The adoption outside of the health system has been surprisingly broad," Asianometry observes. This section effectively broadens the scope of the story, showing how a niche medical tool became a global utility due to a single policy decision.

"Mumps receiving its ANIE standard kicked off another massive round of dissemination and commercialization."

The VHA Underground

The most dramatic chapter of the piece focuses on the U.S. Veterans Health Administration (VHA). Asianometry describes a fierce internal political battle between the established Cobalt group and a rogue Mumps team. The author portrays the Mumps supporters as going "underground" to fulfill physician requests that the bureaucracy had rejected. "The Mumps group saw as unnecessarily killing application requests made by physicians," Asianometry writes, framing the conflict as a struggle between innovation and institutional inertia.

The climax of this narrative is the "bake off" in 1981, where the grassroots Mumps applications outperformed the official solutions. This victory led to a massive congressional appropriation of $62 million to scale the system, creating the VistA architecture. Asianometry notes that VistA is a set of "180 or so decentralized subsystems" that share a single database. This outcome validates the author's broader argument: that decentralized, user-driven development can sometimes outperform top-down mandates in complex environments. However, a counterargument worth considering is whether this decentralized model creates long-term maintenance nightmares, a risk the piece touches on but does not fully explore.

Bottom Line

Asianometry's strongest contribution is reframing Mumps not as an obsolete relic, but as a testament to the enduring power of integrated, purpose-built software in an era of fragmented complexity. The piece's greatest vulnerability lies in its slight romanticization of the "underground" development culture, which, while effective in the 1980s, might struggle to meet today's rigorous security and interoperability standards. For the busy professional, the takeaway is clear: the systems we rely on today were often built by those who refused to accept the status quo, and their legacy is far more resilient than the technology that replaced them.

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The curious database powering America's hospitals

by Asianometry · Asianometry · Watch video

Massachusetts General Hospital Utility Multi-programming System or Mumps is a pioneering language and database. Originally designed for one of America's most prominent hospitals, MS has since spread far outside of the ward. In this video, we talk MS. Is it a programming language?

A database? It's both. And it still powers much of America's healthcare facilities. Massachusetts General Hospital is one of America's oldest and most wellrespected hospitals.

They were founded in 1811 and have a longunning association with Harvard Medical School, shrine of Asian parents everywhere. All in all, it's a big prestigious hospital with esteemed doctors and staff. Yet, at the same time, hospital work back in the day was chaotic. On any given day, each of the hospital's many doctors sees 20 to 30 patients for about 6 minutes each.

For each patient, the doctor must obtain information firsthand from the patient, review prior notes from the medical record, decide on a treatment, update the record, and then issue a prescription if necessary. To do this, the doctor manages a large staff of about 50 professionals, including nurses, lab technicians, pharmacists, radiologists, and more. Treatment was chaotic and communication rors were common and the costs of such were rising. A 1974 study done at the Kaiser Permanente Health Care System in California found that 25 to 40% of healthcare costs then stemmed from information processing.

Can technology help improve communications and data flow? By the 1960s, computers from IBM and such were already well established in business, and studies done in the late 1950s hinted that it can do the same for the hospital. But the enormous complexity of the task, the cost of making software, and the uncertainty of the benefits to be gained meant that nothing would arise for pretty much a decade. In 1962, Mass General signs a contract with a Cambridge consulting company called Bolt, Baronic, and Newman or BBN to produce a new computer system.

The project had been initiated by a brilliant MIT professor and BBN senior manager named Jordan Baroo. He envisioned a total information system for a hospital centered on a concept called time sharing. Time sharing is when multiple users connect to a central computer via terminals. In this case, that computer would also have a mass storage device attached that those users can all access.

Baroo thus envisioned a system for gathering, processing, storing, and retrieving medical ...