THE ILLUSION OF SO-CALLED A-I JUSTICE
“The threshold for suspicion is not intent, necessity, or clinical justification, but deviation i.e. too many prescriptions, too many patient referrals, too many specialist visits.
Palantir’s artificial intelligence system does not ask why these outliers occur. Palantir’s AI does not consider whether a patient needed that care or whether a physician served a high-risk population.”
from youarewithinthenorms
NORMAN J CLEMENT RPH., DDS, NORMAN L. CLEMENT PHARM-TECH, MALACHI F. MACKANDAL PHARMD, BELINDA BROWN-PARKER, IN THE SPIRIT OF JOSEPH SOLVO ESQ., INC.T. SPIRIT OF REV. IN THE SPIRIT OF WALTER R. CLEMENT BS., MS, MBA. HARVEY JENKINS MD, PH.D., IN THE SPIRIT OF C.T. VIVIAN, JELANI ZIMBABWE CLEMENT, BS., MBA., IN THE SPIRIT OF THE HON. PATRICE LUMUMBA, IN THE SPIRIT OF ERLIN CLEMENT SR., EVELYN J. CLEMENT, WALTER F. WRENN III., MD., JULIE KILLINGSWORTH, RENEE BLARE, RPH, DR. TERENCE SASAKI, MD LESLY POMPY MD., CHRISTOPHER RUSSO, MD., NANCY SEEFELDT, WILLIE GUINYARD BS., JOSEPH WEBSTER MD., MBA, BEVERLY C. PRINCE MD., FACS., NEIL ARNAND, MD., RICHARD KAUL, MD., IN THE SPIRIT OF LEROY BAYLOR, JAY K. JOSHI MD., MBA, AISHA GARDNER, ADRIENNE EDMUNDSON, ESTER HYATT PH.D., WALTER L. SMITH BS., IN THE SPIRIT OF BRAHM FISHER ESQ., MICHELE ALEXANDER MD., CUDJOE WILDING BS, MARTIN NJOKU, BS., RPH., IN THE SPIRIT OF DEBRA LYNN SHEPHERD, BERES E. MUSCHETT, STRATEGIC ADVISORS
“..What Palantir offers is not science, but faith, a belief in the objectivity of a black box..”
palantir behind a curtain projecting an illusion of omnipotence
In L. Frank Baum’s classic, The Wizard of Oz, the great and powerful Oz is ultimately revealed to be a frail man pulling levers behind a curtain, projecting an illusion of omnipotence. Today, in the realm of healthcare justice, the curtain is digital and the wizard is Palantir Technologies, an artificial intelligence data analytics company whose healthcare fraud algorithms purport to see all, know all, and preempt fraud with oracular precision.
Palantir Technologies filed a patent in Great Britain titled, System for Detecting Health Care Fraud (Application number GB1404573.6, Publication number GB2514239, Date: 2014-11-19, Applicant: Palantir Technologies Inc. Inventors: Lekan Wang, Casey Ketterling, Christopher Ryan Luck, Michael Winlo) This patent application describes a computer-based system and methods for detecting health care fraud.
The system integrates healthcare data from various sources (providers, insurers, pharmacies, and public sources) and transforms it into a structured ontology.
“..the medium becomes the message and the message is guilt..”
This data is then used to generate graphs and visualizations that highlight relationships and potential indicators of fraud. The system employs various metrics and triggers to identify potential leads for investigation automatically.
PERVASIVE ESTHESTICS
However, beneath the polished interface of its artificial intelligence platform, replete with glowing networks, pulsing red nodes, and graph-based ontologies, lies a profoundly troubling reality. Palantir’s artificial intelligence system misunderstands and effectively nullifies the very concept of moral agency.
It replaces the human capacity for context-sensitive judgment with statistical suspicion, reducing the moral bedrock of justice —the ability to have done otherwise —to a probability score.
Centuries ago, philosophers grappled with a paradox:
If God knows the future, do humans truly have free will?
At the core of Western Civilization’s legal and ethical understanding of guilt lies the Principle of Alternate Possibilities (PAP), which states that a person is morally responsible for an action only if they could have chosen differently.
PAP undergirds much of Western jurisprudence. Context is everything. But context is precisely what Palantir’s artificial intelligence algorithms omits
Palantir’s artificial intelligence system, widely used by federal agencies and private insurers alike, ingests a deluge of data—insurance claims, pharmacy logs, and public records—and identifies “red flags” in individuals whose behaviors deviate from established statistical norms.
“…What Palantir offers is not science, but faith, a belief in the objectivity of a black box…”
The threshold for suspicion is not intent, necessity, or clinical justification, but rather deviation, i.e., too many prescriptions, too many patient referrals, or too many specialist visits. Palantir’s artificial intelligence system does not ask why these outliers occur. Palantir’s AI does not consider whether a patient actually needed that care or whether a physician was serving a high-risk population.
Palantir’s AI flags the anomaly and lets human interpreters, often prosecutors or investigators, fill in the blanks with assumptions of guilt.
This silicon-based, mechanized approach to fraud detection evokes a digital revival of theological fatalism.
Just as philosophers once questioned whether divine foreknowledge nullifies human freedom, Palantir AI’s mass surveillance system generates a paradox of predictive justice, where it claims omniscience through data analytics while simultaneously denying human individuals the opportunity to be judged as human agents capable of acting otherwise.
In doing so, Palantir replaces legal adjudication with algorithmic fatalism. If Palantir’s AI system predicts fraud, then fraud, by definition, must have occurred.
The epistemological danger here is compounded by the illusion of scientific certainty. There are also unknown key threats including misuse (bad actors using AI for harm), misalignment (AI knowingly going against its developer’s intent), mistakes (AI causes harm without realizing it), and structural risks (failures that emerge from complex interactions between people, organizations, or systems).
IBSENTOLOGY AND metaphor of THE Wizard of Oz
Palantir’s visualizations—complex graphs and red risk clusters—are not evidence in any traditional sense, but are persuasive aesthetics.
Their power lies not in what they reveal, but in how convincingly they simulate knowledge. Judges and juries are shown images of sprawling networks connecting doctors to pharmacies to patients, often without any meaningful understanding of the thresholds, data biases, or AI algorithms that produced those connections. The medium becomes the message, and the message is guilt.
Worse still, the Palantir’s AI system is proprietary. Its AI algorithms are opaque and shielded from scrutiny. Criminal defense attorneys cannot interrogate how risk scores are calculated.
IBSTHE SADISTIC WIZARD OF PHARMACY
Experts cannot evaluate false positives because the error rates are not publicly disclosed. Independent researchers cannot replicate or review its methodologies or ontologies. What Palantir offers is not science, but faith, a belief in the objectivity of a black box.
In Court, where lives and reputations hang in the balance, this should be unacceptable. Under the Daubert standard, expert evidence must be testable, peer-reviewed, and possess a known error rate. Palantir’s AI healthcare fraud algorithm meets none of these criteria.
Its outputs are taken on trust, not merit, and its conclusions, delivered via dashboards and data visualizations, are treated as gospel even when their foundations are made of sand. This is not merely a technical flaw. It is the collapse of Western Civilization’s philosophical foundations. Palantir’s AI algorithm itself cannot recognize alternative possibilities.
“..the metaphor of Wizard of Oz is apt. Palantir’s technology operates behind a curtain of proprietary secrecy, projecting power and certainty while concealing fragility and error..”
It cannot entertain counterfactuals, weigh intent, or understand moral nuance. It is deterministic in structure and in output, yet it is used to determine whether human beings acted freely. The contradiction is glaring. A Palantir AI system that cannot act otherwise is deciding whether other human beings could have.
Like the child on the beach who scoops the ocean with a shell, Palantir’s AI algorithms attempt to reduce the sea of human behavior to a manageable pit of data. But human imagination, care, choice, and context are not easily quantified. Human life journeys are stories, not spreadsheets of data.
When we entrust our systems of justice to AI algorithms that treat correlation as conviction, we are not fighting fraud, we are dismantling the very scaffolding that makes justice and reality possible. Philosopher Jean Baudrillard called this state, hyperreality.
Mark Ibsen MD
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Summary
This collection of excerpts and anecdotes, primarily from Dr. Mark Ibsen, critiques the criminalization of pain care in the United States, particularly targeting physicians who prescribe opioid medications.
The Dr. Ibsen, argues that a focus on preventing addiction has led to the abandonment of millions of chronic pain patients, forcing them into suffering, suicide, or illicit markets, and highlights instances where doctors face severe legal repercussions for providing necessary treatment.
The article suggests this crisis stems partly from oversimplifying addiction and a misguided response to the opioid epidemic, driven by entities like the DEA, DOJ, and CDC.
What is the main issue discussed in the provided sources?
The sources primarily discuss the “criminalization of compassion” in pain care in America. This refers to the targeting and prosecution of physicians who prescribe FDA-approved narcotic pain medications for patients suffering from chronic pain, leading to a silent epidemic of pain patient abandonment and suffering.
Who are some of the individuals affected by this issue?
Several individuals are highlighted, including Dr. Mark Ibsen himself, who has faced numerous investigations and legal challenges for treating pain patients.
Other physicians like Dr. Neil Anand and Dr. David Bockoff are mentioned as having been criminally targeted or had their licenses suspended, leaving their patients without care. Patients themselves are also significantly affected, with many being abandoned, leading to increased suffering, loss of function, and even suicide.
How did the focus on pain management evolve in the late 1990s, and what was the consequence?
In the late 1990s, there was a movement to improve pain treatment, driven by complaints about ineffective pain management and unnecessary suffering.
This led to the concept of treating pain as the “fifth vital sign.” However, the sources argue that pain is subjective, and this approach led to a backlash and, eventually, accusations of over-prescribing.
What role did the events following 9/11 and the war in
Well said, Dr Norman