
Welcome back, AI prodigies!
In todayâs Sunday Special:
đThe Prelude
đŠŽThe Fundamentals of Pain
đThe Dangers of Overtreating Pain
đ§ŹAI and Sickle Cell Disease
đKey Takeaway
Read Time: 7 minutes
đKey Terms
Predictive Analytics: The process of using historical data to forecast the likelihood of future events.
Machine Learning (ML): Leverages data to recognize patterns and make predictions without being explicitly programmed to do so.
đ©ș PULSE CHECK
Would you trust AI to measure your pain?
đTHE PRELUDE
Your stomach tightens as you curl into yourself: chest freezing, arms flexing, and knees folding. The pain wonât settle. It swells, strikes, and spreads. The sterile hospital air bites at your nose. The side rails of the medical bed press into your palms like a brace, anchoring your hands against the tremor of pain.
Beside you, a nurse inquires: âOn a scale of 0 to 10, with 10 being the worst pain imaginable, how do you feel right now?â This isnât the worst pain imaginable. You can imagine worse. Youâve felt worse. Your throat tightens: âAbout a 6.â
The nurse nods and records the response, briefly examining your body temperature, blood pressure, and breathing rate, all of which are within the normal range. Despite this, your pain seems more intense than a typical â6.â
The nurse seems to wonder whether youâre downplaying it. At this moment, thereâs no way to tell because everyone feels pain differently. Yet, your pain rating is essential for recovery, serving as a key indicator to guide the prescription of powerful painkillers.
Pain is one of medicineâs most important symptoms, yet it remains stubbornly subjective. Nearly every medical appointment you go to these days will ask if youâre experiencing pain. If you say, âYes!â the next question will likely be, âPlease rate your pain on a scale of 0 to 10.â So, what if pain could be anticipated and addressed before you ever feel it?
đŠŽTHE FUNDAMENTALS OF PAIN
⊿ 1ïžâŁ What Is Pain, Exactly?
Pain is one of the most universal human experiences. Everyone feels pain, whether from stubbing a toe or being stung by a jellyfish. That shared feeling is what allows us to wince in sympathy when our best friend breaks their leg falling from a ladder. You can imagine how awful their pain must feel, even if youâve never experienced that exact pain yourself.
Although you may be able to imagine it, thereâs absolutely no way of knowing exactly how your best friend feels. Weâre entirely alone in our pain because itâs beyond our ability to know whether the pain we feel is identical to anyone elseâs. More importantly, pain isnât visible. We mainly rely on seeing signs of pain through wincing and grimacing, meaning the true intensity of someoneâs suffering can be difficult to detect.
The IASP defines pain as âan unpleasant sensory and emotional experience associated with, or resembling that associated with, actual or potential tissue damage.â Crucially, the IASP clarifies that pain is always a personal experience shaped by biology, psychology, and sociology.
⊿ 2ïžâŁ How Is It Measured?
The NPRS is an 11-point scale ranging from 0 (i.e., âno painâ) to 10 (i.e., âthe worst pain imaginableâ). Its simplicity and efficiency have established it as the most commonly used instrument for pain assessment. Still, by reducing pain to a single numeric score, it fails to capture the full scope of an inherently complex, personal experience.
In 1991, American clinical psychologist Dr. Charles S. Cleeland addressed this flaw by developing the BPI: a self-administered questionnaire that assesses pain severity and how it interferes with everyday function. It asks about the location, intensity, improvement, and impact of pain. Although the BPI is far more comprehensive, it still relies on a patientâs ability and willingness to describe their pain.
1. Location: Given a diagram of the human body, shade in the anatomical areas where you feel pain and place an âXâ where it hurts the most.
2. Intensity: On a scale of 0 to 10, please rate:
đ a. The worst pain youâve felt in the last 24 hours.
đ b. The least pain youâve felt in the last 24 hours.
đ c. The average pain youâve felt in the last 24 hours.
đ d. The current pain youâre feeling at this exact moment.
3. Improvement: On a scale of 0% to 100%, how much pain relief have pain treatments or pain medications provided in the last 24 hours?
4. Impact: On a scale of 0 to 10, how much has your pain interfered with the following in the last 24 hours:
đ a. Sleep
đ b. Mood
đ c. Relationships
đ d. General Activity
đ e. Enjoyment of Life
đTHE DANGERS OF OVERTREATING PAIN
⊿ 3ïžâŁ When Pain Relief Went Too Far?
In 1995, pain specialist Dr. James N. Campbell urged the APS to elevate pain to the status of âthe 5th vital sign,â meaning it should be routinely measured and monitored in every patient.
In 2001, the U.S.-based body that accredits hospitals worldwide formalized this recommendation, encouraging healthcare organizations to assess pain in every patient encounter. As a result, pain ratings became routine alongside the four primary vital signs, which are always checked to monitor basic body functions. This decision tied pain control directly to a key success metric: patient satisfaction.
From 1995 to 2015, prescription opioids like oxycodone and hydrocodone nearly doubled in the U.S., with approximately 568,699 Americans dying from opioid overdoses. By 2016, the AMA decided to remove pain as âthe 5th vital sign,â acknowledging the pivotal role it played in exacerbating the opioid epidemic.
đ§ŹAI AND SICKLE CELL DISEASE
⊿ 4ïžâŁ What Is Sickle Cell Disease?
Affecting over 8 million people worldwide, SCD is an inherited blood disorder that causes your Red Blood Cells (RBCs) to form into a âCâ shape and clump together, preventing oxygen from reaching vital tissues and damaging organs.
When people with this inherited blood disorder get sick, stressed, or fatigued, they risk a VOC: a sudden episode of severe pain caused by blocked blood flow to multiple organs, affecting the ability to breathe. This event contributes to about 95% of SCD hospitalizations.
⊿ 5ïžâŁ Can AI Predict It?
In a pediatric hematology clinic, a hematologist opens a patient dashboard for a 17-year-old male with the inherited blood disorder. It was created by Sanius Health, which developed an AI-powered pain prediction algorithm to detect the onset of a VOC. So, what makes this possible?
đŽ Data Collection:
From February 2024 to July 2024, they tracked around 399 patients with the inherited blood disorder, capturing about 190,000 data points across 90 distinct variables.
To know when a pain crisis caused by blocked blood flow actually occurred, each day the 399 patients logged whether they experienced a VOC: âYes,â âNo,â or âMaybe.â
đ Data Training:
đĄ Data Prediction:
Across the 399 patients, it correctly predicted 92% of âYesâ days and 83% of âNoâ days. So, how does this benefit the 17-year-old male patient? Well, if heâs on the verge of experiencing a painful episode, he receives an automated alert to increase hydration, prioritize rest, and avoid stress. His hematologist can also adjust existing medications or schedule an earlier check-in.
đKEY TAKEAWAY
Pain is hard to measure by nature because itâs personal. While AI canât fully capture the subjective experience of pain, it can make pain management less reactive and more proactive.
đFINAL NOTE
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