THE DEA’s FLAWED NEMESIS ALGORITHM: IMPACT ON PAIN PATIENTS AND UNCONSTITUTIONAL CONDUCT, NEGLIGENCE OF PAIN CARE DYNAMICS OF AMERICAN STATE PHARMACY BOARDS”..I DON’T FEEL COMFORTABLE..”

“..I DON’T FEEL COMFORTABLE FILLING YOUR PAIN MEDICATIONS..!”

republished from youarewithinthenorms.com

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., 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., M.B.A., 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

A view of a CVS pharmacy setting with a focus on a prescription sheet and scattered medical pills, alongside individuals seated in the background. — The U.S. Drug Enforcement Agency (DEA) relies on a data-driven system called Nemesis, developed by the consulting firm Deloitte, to unfairly prosecute thousands of physicians, pharmacists, dentists, and nurse practitioners. The Nemesis Platform, the DEA’s primary AI tool, is powered by the Isolation Forest (iForest) algorithm, a machine learning model originally developed for detecting credit card fraud, not for making medical decisions. A flawed algorithm

NEMESIS: THE ALGORITHM THAT HAS SENT THOUSANDS OF INNOCENT WELL WELL-MEANING DOCTORS TO AMERICAN PRISONS

DEA NEMESIS

REFUSING TO DISCIPLINE SELF-SERVING INSECURE FEARFUL PHARMACISTS

Excerpts from Leo Step Sep 19, 2025:

“Let’s not forget the unlawful and unconstitutionally discriminatory conducts of the Boards of Pharmacy –

The California State Board of Pharmacy – refusing to discipline self-serving, insecure, and fearful Retail Pharmacists who have been practicing “Medicine” without a Medical License by Denying Legitimate, Lawful, Moderate Potency FDA-approved Narcotic Analgesic (Opioid) prescription medications submitted by Physicians, Dentists, Nurse Practitioner Pain Management Specialists for ADA-protected, Chronic Pain Patients, including our Veterans. “

“..I DON’T FEEL COMFORTABLE TO FILLING THIS PRESCRIPTION”

ATTORNEYS CONTROLING STATE PHARMACY BOARDS FAILING UNDERSTANDING OF PATIENT CARE DYNAMICS

The DEA’s Nemesis AI: How a Credit Card Fraud Algorithm has been misapplied to send thousands of Innocent, well-meaning Physicians, Pharmacists, Dentists, and Nurse Practitioners to Prison

“and they are permitted by the state pharmacy boards to provide nothing in writing as to the reasoning of why they are withholding treatment”

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From Leo Step:

A LETTER OF CONCERN: THE UNCONSTITUTIONAL CONDUCT AND NEGLIGENCE OF PAIN CARE DYNAMICS UPON AMERICAN STATE PHARMACY BOARDS

Sep 19, 2025

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THE ANAND -CLEMENT RULE AND THE RISE OF ARTIFICIAL STUPIDITY (AS): [AI(alg*) =AS]

A PHARMACIST’S CRUEL Gestapo MEDICAL Tactics, leading to

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VIOLATIONS OF PATIENTS CIVIL RIGHTS,

A man looking up with a concerned expression, featuring medium-length dark hair, wearing a black blazer against a soft gray background.

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CAUSING SEVERE DEPRESSION & SEVERE WITHDRAWAL EFFECTS LEADING TO

Close-up of a woman with a pained expression, appearing distressed in a healthcare setting.

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VIOLATIONS OF THE CRIMINAL LAWS, and SILENT SUICIDES OF LEGITIMATE PAIN PATIENTS!!

A concerned woman holding a prescription paper looks distressed while speaking with a male pharmacist in a CVS pharmacy. — The primary issue is that DEA’s Nemesis system, which employs the Isolation Forest algorithm, yields a documented 94% false positive rate—labeling complex or unusual cases as “anomalies”—resulting in a nearly 99% conviction rate due to systemic coercion and plea bargaining.

THE DESCEPTION OF A PHARMACIST’S CORRESPONDING RESPONSIBILITY

Cover image of the book 'It Can Happen Here: White Power and the Rising Threat of Genocide in the US' by Alexander Laban Hinton, featuring an illustration of a snake entwined around a structure.

Followed by false accusatory and threatening letters from:

warning

“CVS’ SECURITY DEPARTMENT IN ORDER TO PREVENT SEVERE PAIN PATIENTS FROM CONTACTING CVS’ IMPOSTOR PHARMACISTS FOR THEIR LEGALLY PRESCRIBED PAIN MEDICATIONS:“

A book cover titled 'It Can't Happen Here' by Sinclair Lewis, featuring a stylized illustration of the U.S. Capitol with red and black graphics.

warning

“DO NOT STEP INTO YOUR CVS STORE BECAUSE YOU ARE BEING BANNED FROM ALL CVS STORES NATIONWIDE FOR ASKING YOUR PHARMACISTS WHY THEY HAVE BEEN REFUSING TO FILL FDA APPROVED PAIN MEDICATIONS FOR THE ADA-PROTECTED CHRONIC PAIN PATIENTS!”

Cover of the book 'It Can't Happen Here' by Sinclair Lewis, featuring bold red and black text. — LABOR CAMPS PROFESSORS CAN’T HAPPEN HERE

warning

“ABRUPT CESSATION OF LIFE SAVING MEDICATIONS WHICH HAVE RESULTED IN INABILITY OF THESE UNFORTUNATE CHRONIC PAIN PATIENTS TO TAKE CARE OF THEIR ACTIVITIES OF DAILY LIVING, THUS LOSING THEIR FAMILIES AND ALL MEDICAL SUPPORT SYSTEMS, INCLUDING BEING ABANDONED BY PAIN SPECIALISTS, ABUSED BY IMPOSTOR SELFISH RETAIL PHARMACISTS and their organizations”

A close-up of the book 'Perspectives in Pain: The Federal War on American Medicine' by L. Joseph Parker, featuring a brain illustration on the cover. — Perspectives in Pain:

A LOOK AT: PAIN PATIENT PROFILING BY PHARMACISTS AND DEA’s NEMESIS DATA ANALYTIC PROGRAM THAT VIOLATES THE RIGHT TO MEDICAL CARE

A LEGAL FRAMEWORK THAT DOESN’T SEEK JUSTICE

According to the article “Doctors of Courage” by Drs. Neil K. Anand, MD, Norman J. Clement, DDS, and Linda Cheek, MD, published October 2, 2025, dubbed “The Fall of America’s Empire of Law,” centers on the Drug Enforcement Administration’s (DEA) Special Operations Division, which works alongside the Organized Crime Drug Enforcement Task Force (OCDETF) Fusion Center and the El Paso Intelligence Center (EPIC).

Together, they manage a national surveillance system under the guise of reduction,” a euphemism for real-time data sharing between “public health and public safety.” Translation: law enforcement now plays doctor, armed with digital crystal balls and zero medical training.

A medical professional wearing a white coat, identified as Joseph Parker MD, poses for a portrait against a plain background. — Dr. L. Joseph Parker, MD

(see U.S. vs Dr. L. Joseph Parker, MD: Filed Atty Ronald Chapman)

Portrait of a man with short hair and a serious expression, wearing a blue suit against a neutral backdrop. — Ronald W. Chapman II, Esq., LL.M.,

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A LEGAL FRAMEWORK THAT DOESN’T SEEK JUSTICE

In his book *Perspectives in Pain: The Federal War on American Medicine, “A Doctor’s Journey to an Understanding of the Science of Pain and Addiction,” Dr. Lonnie Joseph Parker, MD, reveals how federal overreach in regulating pain and addiction treatment weakens medical science and harms patients.

Drawing on his military background, experience with the United States Space Force, and personal struggles, he critiques the government’s strategy of targeting well-intentioned physicians while allowing truly criminal actors to escape scrutiny.

A data visualization chart titled 'Isolation Forest' displaying various data points and their classifications, with colors indicating outliers.

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the isolation Forest

At the core of Dr. Parker’s persecution is a machine learning algorithm called Isolation Forest, developed by data scientists and used by companies with close ties to government surveillance. This system analyzes over 50 different “risk factors” to produce what prosecutors euphemistically call an “Anomaly Risk Score”—a digital scarlet letter that flags physicians for federal investigation.

Abstract digital artwork depicting stylized trees with colorful orbs, set against a dark blue background, creating a whimsical and modern forest scene.

The Isolation Forest, developed by Deloitte and Touche’s” competitive intelligence, is an algorithm for data anomaly detection using binary trees. It was developed by Fei Tony Liu in 2008.[1] It has a linear time complexity and a low memory use, which works well for high-volume data.[2][3] It is based on the assumption that because anomalies are few and different from other data, they can be isolated using a few partitions.

A digitally rendered tree with vibrant green and orange leaves set against a dark, blurred background decorated with abstract light patterns. — Decision Tree Algorithms

Like decision tree algorithms, it does not perform density estimation. Unlike decision tree algorithms, it uses only path length to output an anomaly score, and does not use leaf node statistics of class distribution or target value.

The Isolation Forest is fast because it splits the data space by randomly selecting an attribute and a split point. The anomaly score is inversely associated with the path length because anomalies require fewer splits to be isolated, as they are few and distinct.

A cartoon depicting a pharmacist serving a customer who is humorously identified as a DEA agent, with the agent saying, 'Relax, I'm just here to pick up a prescription.' The setting is a pharmacy with a sign that reads 'Prescriptions.'

The Algorithm That Ate American Medicine

The metrics tracked by this United States Appalachian Regional Prescription Opioid (ARPO) system reveal the totalitarian scope of modern medical surveillance:

Geographic Monitoring: Average distance between patient and pharmacy, average distance to prescriber, number of out-of-state prescribers
Prescription Pattern Analysis: Percentage of Schedule II prescriptions, total quantity ratios, MME (morphine milligram equivalent) calculations
Payment Surveillance: Number of “private pay” transactions (patients paying cash rather than using insurance)
Trinity Tracking: Complex algorithms monitoring combinations of opioids, benzodiazepines, and muscle relaxants
Temporal Analysis: Prescriptions written on the same day, filled on the same day, across multiple prescribers or pharmacies

Every prescription written, every patient visit, and every geographic mile traveled for medical care become data points in a vast government surveillance matrix.

A group of armed DEA agents in tactical gear, wearing masks and hoods, standing in a serious posture on a city street. — Most chillingly, the DOJ has imported Long-Term Capital Management (LTCM)-style risk models, the very tools that triggered the 2008 financial collapse, into opioid enforcement. As one critic put it: *“It’s like applying high-frequency trading algorithms to the drug epidemic. A sell signal goes off, and the feds storm in like it’s Black Monday.”*
But patients are not derivatives. Doctors are not traders. And pain is not a portfolio to be hedged.

THE OXYCONTIN MYTH

The machine learning algorithms flag physicians whose prescribing patterns deviate from the statistical mean, regardless of patient outcomes, medical necessity, or clinical expertise.

A medical professional in a surgical setting pouring capsules from a bottle onto a table, with a syringe and vial in the background.

He contends that millions suffering from chronic pain and addiction are neglected because of fear-based medical practices influenced by law enforcement interference rather than evidence-based care.

A healthcare professional with long hair and glasses checks a medical device while talking to a patient, both wearing face masks in a clinical setting.

Through clear explanations of genetics, neuroscience, and addiction science, Dr. Parker emphasizes that both addiction and chronic pain can be effectively treated with compassion and proper medical tools.

His message is both a warning and a call to action: America must reclaim the right to private, humane, and science-driven medical treatment, free from the heavy hand of federal criminalization.

The system encodes socioeconomic and racial bias by focusing on non-clinical factors and selectively choosing patient data, resulting in algorithmic injustice that favors prosecution volume over medical necessity.

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Dr. Parker, in his pre-incarceration writings, explained how the United States Appalachian Regional Prescription Opioid (ARPO) system’s incorporation of patient criminal history as a risk factor constitutes a fundamental violation of constitutional and statutory protections by transforming a patient’s prior status into presumptive evidence of current criminal conduct in the medical context.

Close-up portrait of a worried young man with deep facial features and a serious expression, highlighting his intense gaze and textured skin tone. — Pain

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BLUE CROSS

WARNING

CRUCIFIED ON THE BLUE CROSS

This isn’t harm reduction. It’s digital redlining—using de-identified data to erase the humanity of vulnerable patients while maintaining the illusion of objectivity.

WARNING WARNING

The Isolation Forest: A Tool of Misplaced Certainty

DEA treats Pharmacists and Patients, as well as their Pharmacies, as criminal indicators.
The algorithm flags prescribers based on:
1 Patient travel distance to pharmacy or clinic
2 Payment method (e.g., “private pay” = suspicious)
3 Morphine Milligram Equivalent (MME) thresholds—penalizing doses ≥100 MME/day despite clinical guidelines acknowledging their legitimacy in select cases

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!!WARNING!!

A healthcare professional attends to an elderly woman lying on a couch, while images of military personnel and a person in uniform are displayed beside them. — Dr. L. Joseph Parker, MD, | Texarkana, AR, is a distinguished professional with a diverse and accomplished career spanning the fields of science, military service, and medical practice. He served as the chief science officer and operations officer, Advanced Research Concepts LLC, a pioneering company dedicated to propelling humanity into the realms of space exploration. At Advanced Research Concepts LLC, Dr. Parker led a team of experts committed to developing innovative solutions for the complex challenges of space travel, including space transportation, energy storage, radiation shielding, artificial gravity, and space-related medical issues.

WARNING WARNING

PHARMACISTS MAKE US FEEL LIKE ‘DRUG ADDICTS’

The Nemesis Paradox: How a 94% false positive rate in a fraud Algorithm, unacceptable in criminal law where liberty is at stake, is used by the DEA, where law enforcement now plays doctor, armed with digital crystal balls and zero medical training.

WARNING

Painkiller restriction can be deadly for patients

The human cost is staggering. Healthcare advocacy group’s data reveals that 33% of all physician prosecutions occur in jurisdictions where 90% of the population is minority—compared to just 1.5% in areas with 25% minority populations. That’s a 22-fold disparity. In poor urban communities, clinic closures following DEA raids have coincided with rising suicide rates, as patients with chronic pain or addiction lose access to care.

A man and a woman with intense expressions, displaying anger and frustration, partially illuminated against a dark background. — CHAPTER 18 SINCLAIR LEWIS 1935 “IT CAN’T HAPPEN HERE”

WARNING

According to Kenneth Pettingill, a long-term pain patient who has been a victim and suffered due to the misguided negligence of the Maine State Board of Pharmacy;

Close-up of a small dog with large expressive eyes, looking directly at the camera while resting on a soft blanket.

“The solution for this unnecessary and evil debacle might be broadened by successfully obtaining a court injunction against the writers and approving officials of the US CDC and Veterans Administration guidelines on the prescription of opioids. Grounds for the injunction may parallel those of our formal complaint to DHHS/OIG and the Office of Civil Rights in DoJ (from last May). DHHS and DoJ are presently slow-rolling us in support of their corporate masters, hoping we will go away. We won’t.”