Correlation and Causation Fallacy in the Tayyibat System: Why Are Lab Tests Not Enough to Explain Illness?

Introduction

Correlation and causation fallacy is one of the core ideas emphasized in the Tayyibat System when explaining illness. The appearance of an elevated lab result together with a clear symptom in the body does not necessarily mean that this number is the cause of the symptom. It may only be a witness to a deeper pressure inside the body. Dr. Diaa Al-Awadi, may Allah have mercy on him, explains that people often connect joint pain with high uric acid, blurred vision with blood sugar, or numbness with vitamin B12 deficiency. Over time, this connection may turn into a complete treatment conviction, even though the real cause has not yet been proven. If you are new here, you may start with What Is the Tayyibat System?, then review Allowed and Forbidden Foods in the Tayyibat System, read about Dr. Diaa Al-Awadi, and finally you can Download the Tayyibat System PDF.

Correlation and Causation Fallacy Begins with a Clear Number and a Disturbing Symptom

Correlation and causation fallacy begins when a symptom appears in the body at the same time as a lab result appears outside the usual range. At that point, the mind tends to take a shortcut: since the symptom is present and the test result is high, then the test result must be the cause. But this conclusion is not enough on its own. Pain may appear in the big toe together with high uric acid, so uric acid becomes the ready-made suspect in every joint pain. Then, with repetition, the person no longer asks: does lowering this number actually remove the symptom? Did the pain appear because of this number specifically? Is there another pressure inside the body that made both the symptom and the lab result appear together? Here, observation turns into judgment, the witness turns into the cause, and treatment begins chasing the number instead of looking for the root of the imbalance.

The Difference Between Correlation and Causation in Understanding Illness

Correlation means that two things happened at the same time. Causation means that one of them directly produced the other. If uric acid rises together with joint pain, this is correlation. If lowering uric acid alone removes the pain from its root and prevents its return when the cause is removed, then causation can be discussed. The difference is significant, because correlation can happen for many reasons, while causation needs clear practical proof. In the Tayyibat System, it is not enough to find a number beside a symptom. The deeper questions are: what, if removed, improves the problem? And what, if it remains, keeps the symptom present? Therefore, understanding does not stop at the lab test itself. It moves toward daily inputs, digestion, absorption, waste, abdominal pressure, and the body’s nervous, hormonal, and immune reactions.

Why Do Lab Tests Give a False Sense of Certainty?

A lab test gives a number, and a number feels decisive and comforting to the mind. That is why a person may feel that they have found the cause as soon as they see a high or low value. But the body does not always work in such a simple way. The number may be the result of a strategy the body is following under pressure. It may be a sign of a defensive pathway. It may also reflect a deeper imbalance that does not appear directly on the lab paper. This is why the danger lies in turning the paper into a complete explanation of the condition. High blood sugar alone does not explain why there is blurred vision, erectile weakness, or nighttime urination. Insulin resistance is not enough to explain every disturbance in the body. Vitamin B12 deficiency does not make every case of numbness a direct result of it. Lab testing is important as a signal, but it becomes misleading when it is used to close the door to questioning instead of opening it.

Correlation and Causation Fallacy with Uric Acid and Joint Pain

One of the most common examples of correlation and causation fallacy is directly linking joint pain or swelling in the big toe to uric acid. Pain may appear, then the test result comes back high, so the belief forms: uric acid is the cause. After that, the link expands further, and any pain in the knee, elbow, hand, or foot becomes another opportunity to accuse uric acid. The problem here is that the mind no longer searches for the origin of inflammation, pressure, digestive disturbance, or the inputs that preceded the symptom. Instead, it searches for a number that confirms what it has become used to believing. Over time, the assumed relationship turns into a common certainty, and later explanations come to support what has already settled in the mind. In contrast, the Tayyibat System asks a simpler and deeper question: does removing the true cause end the symptom, or is the number only a sign that appeared with the condition?

Blood Sugar and Insulin Resistance as an Extension of the Same Fallacy

Correlation and causation fallacy also appears in the way blood sugar and insulin resistance are understood. When there is blurred vision, nighttime urination, headache, dry mouth, erectile weakness, skin pigmentation, polycystic ovaries, or weight gain, the mind often goes directly to blood sugar. If sugar appears elevated, it becomes the cause. If it appears within the usual range, another label may appear, such as insulin resistance or prediabetes. In this way, the person does not really leave the same frame. The mind continues looking for a lab-based name to attach the symptoms to. But Dr. Diaa Al-Awadi, may Allah have mercy on him, presents a different angle: what made the body enter this state in the first place? Is the problem only in the blood sugar number, or is there wider pressure on the body from difficult-to-digest food, obstruction, impaired absorption, or repeated intestinal and hormonal reactions? From here, the focus moves to the origin of the pathway, not only to the final name.

Vitamin B12 and Numbness Between Symptom and Witness

Numbness is another very clear example. When a person feels numbness in the limbs, common thinking moves toward vitamin B12. If a deficiency appears in the lab test, the deficiency turns into the final cause. If no clear deficiency appears, suspicion may continue anyway. The problem is that numbness may be part of a wider nervous, digestive, inflammatory, or circulatory pressure. It is not necessarily the result of a straight line from the deficiency of one nutrient. The number may be a witness, and the deficiency itself may be the result of poor absorption. The whole problem may be linked to inputs that burden the digestive system and weaken the body’s ability to benefit. Therefore, it is not enough to add a vitamin on top of a body under pressure and then wait for a root-level solution. In the Tayyibat System, the question is not only: what is missing? The deeper questions are: why did the body not benefit? Why did the symptoms appear? What is pressing on the pathway of digestion and absorption?

Seronegative Rheumatoid Arthritis, Fibromyalgia, and Chronic Fatigue Syndrome

When peripheral pain, stiff joints, fatigue, weakness, inflammatory symptoms, or widespread pain appear, the search for a ready-made disease name begins. If the rheumatoid factor appears positive, the condition is called rheumatoid arthritis. If it appears negative, the term seronegative rheumatoid arthritis may appear. If the diagnosis does not settle, the condition may move toward fibromyalgia or chronic fatigue syndrome. The problem is not the existence of classification names in itself. The problem is that the name may become a replacement for the cause. Instead of asking about inputs, digestion, the colon, abdominal pressure, obstruction, waste, and immune, nervous, or hormonal stimulation, the patient may be moved from one label to another and from one medication to another while the suffering continues. In the Tayyibat System, the many names do not cancel the one central question: what is pressing on the body and making symptoms repeat in these different forms?

The Philosophy of the Tayyibat System in Defining the Real Cause

Dr. Diaa Al-Awadi, may Allah have mercy on him, explains that the real cause is what leads to the disappearance of the problem or its clear improvement when removed. Therefore, finding a lab witness is not enough. Giving a diagnostic name is not enough. Giving medication that temporarily changes the number is not enough. The cause is deeper than that. If constipation continues despite increasing water and fiber, the problem may not be a deficiency that needs addition, but an excess or burden that needs removal. If acid reflux continues despite treating the germ or acidity, the question may be in abdominal pressure, the stomach, and the intestines, not only in the common name. If symptoms improve when a certain input is removed, then the value of root cause analysis becomes clear, because the body responds when what burdens it is removed, not when witnesses are chased only.

Correlation and Causation Fallacy and the Relationship Between Lab Tests and Daily Inputs

In the Tayyibat System, lab tests are not rejected or canceled, but they are not treated as the final judge of the cause. Laboratory witnesses may reflect internal changes that happened after long pressure from daily inputs. Difficult-to-digest food, incomplete digestion, waste, repeated obstructions, substances that stimulate the immune, nervous, or hormonal system, and chemical residues may all place the body in a constant state of resistance. After that, symptoms appear in distant forms: colon problems, pain, blood sugar issues, blood pressure, blurred vision, numbness, fatigue, headache, or inflammation. Then lab tests come to record part of the scene. The mistake is to take this part and raise it to the rank of the full cause, while the origin may be in the pathway that came before the number appeared.

From Treating the Symptom to Treating the Paper

This view criticizes the shift from treating the symptom to treating the paper. At first, a person would go to the doctor because of a clear symptom: headache, pain, cough, constipation, bloating, or weak vision. Later, the focus may move to the paper itself: the blood sugar reading, blood pressure reading, creatinine reading, cholesterol or triglyceride reading, or uric acid reading. Here, the question of how the patient actually feels may fade. The question of why the symptom appeared may also fade. The relationship between food, digestion, and internal pressure may be pushed aside. When the goal becomes adjusting the number only, the number may improve while the problem remains. Root cause analysis asks instead: why did the symptom appear? What, if removed, would change the condition? What is the relationship between this and what enters the body daily, and what the body fails to remove or handle?

How Does the Tayyibat System Protect the Reader from This Fallacy?

The Tayyibat System protects the reader from correlation and causation fallacy by moving the center of thinking from the number to the pathway. Instead of seeing joint pain and going directly to uric acid, the person asks about previous food, digestion, bloating, elimination, sleep, energy, and internal pressure. Instead of seeing blurred vision and limiting it to blood sugar, the person looks at abdominal pressure, circulation, inputs, and the body’s reaction. Instead of seeing numbness and reducing it to vitamin B12, the person asks about absorption, digestion, and inflammation. In this way, the lab test does not become an enemy. It returns to its natural place: a tool that helps read the scene, not a judge that issues a final ruling on the cause.

Conclusion

Correlation and causation fallacy makes a person confuse the appearance of something with that thing being the cause. Therefore, it is not enough for uric acid to rise with joint pain, for blood sugar to appear with blurred vision, for vitamin B12 to decrease with numbness, or for rheumatoid test results to be negative and the pain to be called seronegative rheumatoid arthritis, fibromyalgia, or chronic fatigue syndrome. In the Tayyibat System, as Dr. Diaa Al-Awadi, may Allah have mercy on him, explains, a lab test is an important witness, but it is not the end of the road. The real cause is what leads to the disappearance of the problem or its improvement when removed. This usually does not appear from one isolated number, but from understanding inputs, digestion, absorption, waste, continuous body pressure, and the reactions that create overlapping symptoms.


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This article is a simplified and organized summary of the video content. It aims to arrange the ideas and concepts mentioned in it and connect them to their context within the Tayyibat System.


What does correlation and causation fallacy mean?

Correlation and causation fallacy means confusing two things happening at the same time with one of them being the direct cause of the other. The appearance of a symptom with a high lab result does not, by itself, mean that this number is the cause of the symptom.

Does a high lab result always mean it is the cause of illness?

No. A high lab result may be a sign or witness to a deeper internal condition, but it is not enough on its own to explain illness. The real cause needs an understanding of the pathway that led to the appearance of both the symptom and the number.

Why is uric acid testing not enough to explain joint pain?

Because joint pain may appear at the same time as high uric acid without uric acid always being the root cause. The more important question is whether removing the real cause actually leads to improvement in the pain.

What is the relationship between blood sugar and correlation and causation fallacy?

Symptoms such as blurred vision, nighttime urination, or headache may appear together with high blood sugar, so the person may assume that sugar is the only cause. But these symptoms may be part of wider pressure on the body, not merely a direct result of the sugar number.

Is vitamin B12 deficiency the only cause of numbness?

No. Numbness may be linked to vitamin B12 deficiency, but it may also appear within a wider pathway involving poor absorption, weak digestion, inflammation, or circulatory disturbance. Therefore, every case of numbness should not be reduced to vitamin deficiency alone.

What is meant by the real cause of illness?

The real cause is what leads to the disappearance of the problem or its clear improvement when removed. If the number is treated but the symptom remains the same, this means the number was not necessarily the root cause.

Why do labels such as seronegative rheumatoid arthritis, fibromyalgia, and chronic fatigue syndrome appear?

These names appear when overlapping symptoms such as pain, fatigue, stiffness, or inflammation exist without a clear direct explanation. But naming the condition does not always mean reaching the cause that created the symptoms.

How does the Tayyibat System help avoid this fallacy?

The Tayyibat System helps by looking at the full pathway instead of stopping at the lab number only. It connects daily inputs, digestion, absorption, waste, abdominal pressure, and body reactions, then searches for the cause whose removal leads to improvement.

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