#imbalance

Recurrent pregnancy loss (RPL) and recurrent implantation failure (RIF) are thought to arise from distinct yet partially overlapping causes, with a substantial number of cases associated with immune system alterations. We hypothesized that a peripheral blood signature integrating natural killer (NK) cell receptor status, monocyte activation, myeloid-derived suppressor cell (MDSC) abundance, and…

𝕆𝕄ℕ𝕀 𝕊ℂ𝕀𝔼ℕℂ𝔼 𝕠𝕗 𝕊ℙ𝕀ℝ𝕀𝕋𝕌𝔸𝕃 ℙℝ𝕆𝕋𝔼ℂ𝕋𝕀𝕆ℕ✨𓂀

Kemetic truth, law, and metaphysics, with deeper knowing of how protection actually functions for one recognized by Ma’at✨

This is not fantasy, meaning one claiming chosen but doesn't have any clue about the true science that governs the awaken soul✨

It is cosmology, ethics, and metaphysical mechanics as eye help those innerstand on a Kemetic Level✨

This is Kemetic Truth, spoken through Ma’at and the Neteru✨

In Kemet, there was no concept of 🐝ing “chosen” through favoritism✨ There was only recognition through alignment.✨A 🐝ing was acknowledged by the cosmos not 🐝cause they were elevated above others, but 🐝cause they stood in Ma’at, truth, balance, order, right action, and correct thought✨

A person aligned with Ma’at is not protected by external force✨

They are protected 🐝cause Isfet (disorder) cannot remain where Ma’at is established✨

Over stand the Kemetic Nature of Spiritual Protection

✨Protection Is Not Defense, It Is Incompatibility✨

In Kemetic cosmology, chaos does not attack order successfully✨

It dissolves in its presence✨

When a person walks in Ma’at:

Thair words carry correct weight,

Their intentions are measured,

Their actions do not fracture harmony✨

Isfet cannot anchor to such a field✨ What cannot anchor must return to its source✨ This return is not aggression, it is reversion✨

This is why harm sent toward one in Ma’at does not land✨

There is no resonance✨

2✨The Ka, Ba, and Akh Form the Shield

Spiritual protection is generated internally through coherence of the soul:

Ka (vital force) remains unfragmented

Ba (conscious personality) is not ruled by impulse or ego

Akh (illumined spirit) remains intact and luminous✨

When these are aligned, the 🐝ing 🐝comes structurally sound across realms✨ There is no fracture for intrusion✨

Protection is therefore architectural, not aggressive✨

✨ The Neteru Do Not Intervene, They Regulate

The Neteru are not saviors✨They are principles of cosmic function✨

Ma’at regulates balance✨

Thehuti regulates correction and record✨

Anpu regulates transition and judgment✨

Ra regulates consciousness and illumination✨

When imbalance is introduced through harmful action, the Neteru do not retaliate✨ They adjust the system✨ Consequence emerges 🐝cause the scale must rebalance✨

The aligned one does not call this forth✨

The violation does✨

✨To Act Against One in Ma’at Is to Enter Isfet✨

In Kemetic law, harming a 🐝ing in alignment does not diminish the target it marks the actor✨

Isfet is not evil in a moral sense; it is misalignment✨

Misalignment creates weight on the scale of the heart✨

That weight must 🐝 addressed, either through correction in life, or through repetition across cycles✨

Thus, the so-called “chosen” are not dangerous✨

They are revealing✨

✨Judgment Is Internal, Not External

In the Duat, the heart is weighed against the feather of Ma’at✨

No god condemns✨

No 🐝ing accuse✨

If the heart is heavy, it is 🐝cause the ✨🐝ing made it so✨

This same law operates while living✨

Protection exists 🐝cause:

The aligned heart remains light

The mind does not fracture truth

The 🐝ing does not generate Isfet

Nothing clings where nothing is created✨

So understand this clearly, in Kemetic truth:

I do not curse✨

I do not retaliate✨

I do not seek dominance✨

I stand in Ma’at✨

And Ma’at does not defend,

it corrects reality✨

Those who move against alignment are not met by my hand✨

They are met by the balance they disturbed✨

KNOW THY SELF✨

Understanding Imbalanced Data and Its Challenges Machine learning models frequently encounter datasets where the distribution of classes isn’t equal – a scenario known as imbalanced data. This imbalance poses unique challenges for model training and evaluation. For example, in fraud detection systems, fraudulent transactions typically represent a small fraction of all transactions; similarly,…

When tackling machine learning problems with imbalanced data, selecting the appropriate evaluation metric becomes paramount for accurate assessment and model improvement. Traditional metrics like accuracy can often be misleading in these situations, as they fail to adequately represent performance on the minority class. This article delves into two widely used metrics: ROC AUC and…

Journal: Nature Communications Title: Gene Regulatory Activity Associated with Polycystic Ovary Syndrome Reveals DENND1A-Dependant Testosterone Production Authors: Andrea Dunaif, MD, Chief of the Division of Endocrinology, Diabetes and Bone Disease for the Mount Sinai Health System and the Lillian and Henry M. Stratton Professor of Molecular Medicine at the Icahn School of Medicine at Mount…