Blood Test for Constant Thirst: Glucose, Sodium Clues

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Polydipsia Labs Lab Interpretation 2026 Update Patient-Friendly

Persistent thirst is not always dehydration. Glucose, sodium, kidney markers, calcium and urine concentration often tell the difference.

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⚡ Quick Summary v1.0 —
  1. Glucose above 126 mg/dL fasting or 200 mg/dL with symptoms can point toward diabetes and needs confirmatory testing.
  2. HbA1c of 6.5% or higher meets a diabetes diagnostic threshold when confirmed by guideline-based testing.
  3. Sodium normally runs about 135-145 mmol/L; high sodium suggests water loss or impaired thirst access, while low sodium may mean excess water or medication effects.
  4. BUN/creatinine ratio above 20:1 can support dehydration when creatinine, urine concentration and clinical history fit the pattern.
  5. Serum calcium above about 10.5 mg/dL can cause thirst and frequent urination, especially when paired with constipation, kidney stones or confusion.
  6. Urine osmolality below 300 mOsm/kg during marked thirst suggests water excess or diabetes insipidus physiology rather than ordinary dehydration.
  7. Urgent red flags include glucose above 300 mg/dL with vomiting, confusion, deep breathing, severe weakness or ketones.
  8. Medication effects from diuretics, lithium, SGLT2 inhibitors, antipsychotics and high-dose caffeine can mimic dehydration on routine labs.

Which routine labs should come first when thirst will not stop?

A blood test for constant thirst usually starts with glucose, HbA1c, sodium, potassium, chloride, bicarbonate, BUN, creatinine, calcium and sometimes serum osmolality. These routine results separate common dehydration from diabetes, kidney stress, medication effects and urgent electrolyte patterns within the first clinical pass.

Blood test for constant thirst shown as kidney, glucose and sodium lab clues
Figure 1: Glucose, sodium and kidney markers often separate thirst causes quickly.

In our review of 2M+ interpreted blood test reports, the pattern that matters most is not one isolated high or low value; it is the cluster. Glucose plus sodium plus kidney markers usually tells a more reliable story than thirst symptoms alone, especially when urine frequency, weight change or medication timing is known.

Kantesti is an AI blood test analyzer that reads thirst-related panels by grouping glucose, electrolytes, kidney markers and urine clues into clinical patterns rather than treating each marker as a separate flag. The broader marker library behind that reading is outlined in our biomarker guide.

As Dr. Thomas Klein, MD, I often ask one practical question before interpreting constant thirst blood work: are you losing water, losing glucose in urine, or drinking so much that sodium is being diluted? Those are different problems, and they can look deceptively similar at home.

The minimum panel that usually makes sense

For most adults with persistent thirst, a CMP or BMP plus HbA1c is the starting point. Add urinalysis, urine specific gravity and urine osmolality if urination is unusually frequent, nocturnal or paired with normal glucose.

How do glucose and HbA1c separate diabetes from a temporary sugar spike?

Fasting glucose of 126 mg/dL or higher, random glucose of 200 mg/dL or higher with symptoms, or HbA1c of 6.5% or higher supports diabetes when confirmed. The American Diabetes Association lists these thresholds for diagnosis, and thirst is a classic symptom when glucose is high enough to pull water into urine (ADA Professional Practice Committee, 2024).

Blood test for constant thirst with glucose analyzer and HbA1c testing scene
Figure 2: Glucose and HbA1c distinguish chronic diabetes risk from one high reading.

A fasting glucose of 100-125 mg/dL is usually classified as prediabetes, while 126 mg/dL or higher on repeat testing meets the diabetes range. HbA1c from 5.7% to 6.4% suggests prediabetes, and 6.5% or higher is the diabetes threshold used in most adult guidelines.

When I review a panel showing glucose 154 mg/dL after a sweet coffee, I do not read it the same way as glucose 154 mg/dL after a true 10-hour fast. If the story is unclear, compare it with HbA1c and the meal timing notes in our diabetes blood test guide.

The reason thirst appears in diabetes is osmotic diuresis: glucose spills into urine and drags water with it. A person may drink 3-5 liters daily and still feel dry because the kidney is trying to clear excess glucose rather than conserve water.

Typical fasting glucose 70-99 mg/dL Usually normal if measured after an 8-12 hour fast.
Prediabetes range 100-125 mg/dL Insulin resistance or early diabetes risk is possible.
Diabetes range >=126 mg/dL fasting Repeat or confirm with HbA1c, oral glucose test or diagnostic criteria.
Urgent pattern >300 mg/dL with symptoms Needs same-day medical assessment if vomiting, ketones, confusion or dehydration signs are present.

What does sodium reveal about dehydration and overdrinking?

Serum sodium normally sits around 135-145 mmol/L in adults, and values outside that range can change the meaning of thirst. High sodium points toward water deficit or impaired access to water, while low sodium suggests excess water intake, kidney handling issues, endocrine causes or medication effects.

Blood test for constant thirst with sodium ions and serum osmolality concept
Figure 3: Sodium direction shows whether water is depleted or diluted.

Sodium above 145 mmol/L is called hypernatremia, and it usually means the body has lost proportionally more water than salt. A sodium result above 150 mmol/L is clinically significant, especially in older adults, infants or anyone with confusion.

Low sodium can be just as relevant. A sodium below 135 mmol/L is hyponatremia, and the 2014 European guideline by Spasovski et al. recommends interpreting it with osmolality, urine sodium and symptoms rather than treating the number alone (Spasovski et al., 2014).

The tricky patient is the person who feels thirsty, drinks constantly and has sodium 130 mmol/L. That is not ordinary dehydration; it raises questions about excess free water, thiazide diuretics, SIADH physiology or adrenal and thyroid disorders, which we unpack further in our sodium range guide.

Usual adult sodium 135-145 mmol/L Fits normal water-salt balance when symptoms are absent.
Mild hypernatremia 146-149 mmol/L Often water loss, poor intake, fever, sweating or osmotic diuresis.
Hyponatremia 130-134 mmol/L May reflect excess water, medication effects or endocrine causes.
Severe abnormality <125 or >155 mmol/L Urgent evaluation is needed, especially with neurologic symptoms.

How do BUN, creatinine and eGFR change the thirst story?

BUN, creatinine and eGFR show whether thirst is happening alongside kidney stress, reduced filtration or concentrated waste products. A BUN/creatinine ratio above 20:1 can support dehydration, but it is not diagnostic without urine concentration, protein intake, medication history and creatinine trend.

Blood test for constant thirst showing BUN, creatinine and kidney filtration clues
Figure 4: Kidney markers show whether thirst is linked to filtration or fluid loss.

BUN often rises faster than creatinine when fluid volume is low because urea is reabsorbed with water in the kidney tubules. A BUN of 28 mg/dL with creatinine 0.9 mg/dL looks different from BUN 28 mg/dL with creatinine 2.1 mg/dL.

Creatinine is influenced by muscle mass, creatine supplements and recent intense exercise, so a single result can mislead. For pattern reading, our research-style BUN creatinine guide explains why ratios need context rather than automatic labeling.

Low eGFR changes urgency. An eGFR below 60 mL/min/1.73 m² for 3 months suggests chronic kidney disease, while a sudden creatinine rise of 0.3 mg/dL within 48 hours can meet acute kidney injury criteria in the right clinical setting.

Common BUN range 7-20 mg/dL Often normal hydration and protein metabolism, depending on lab range.
High BUN with normal creatinine BUN >20 mg/dL Can fit dehydration, high protein intake, GI fluid loss or catabolic stress.
Reduced filtration eGFR <60 mL/min/1.73 m² Needs follow-up if persistent or paired with urine abnormalities.
Possible acute injury Creatinine rise >=0.3 mg/dL in 48 hours Same-day clinician review may be needed if new or symptomatic.

Which electrolytes besides sodium can drive excessive thirst?

Calcium and potassium can both change thirst and urination, even when glucose is normal. High calcium can impair kidney water concentration, and abnormal potassium can accompany diuretics, vomiting, kidney disease or endocrine disorders that alter fluid balance.

Blood test for constant thirst showing calcium, potassium and electrolyte panel
Figure 5: Calcium and potassium can trigger thirst even with normal glucose.

Total calcium is commonly about 8.6-10.2 mg/dL, although labs vary. A calcium above 10.5 mg/dL can cause thirst, constipation, kidney stones, fatigue and frequent urination, particularly if albumin-corrected calcium or ionized calcium is also high.

Potassium usually runs about 3.5-5.0 mmol/L. Values below 3.0 mmol/L can cause weakness and abnormal heart rhythms, and values above 6.0 mmol/L can be urgent if confirmed and paired with ECG changes.

Do not ignore bicarbonate, often listed as CO2 on a BMP. A low CO2 below 20 mmol/L with high glucose and a high anion gap can point toward ketoacidosis physiology; for a broader marker map, see our electrolyte panel guide.

Typical potassium 3.5-5.0 mmol/L Usually supports stable muscle, nerve and heart electrical activity.
Mild calcium elevation 10.3-10.9 mg/dL Repeat with albumin or ionized calcium and review supplements or PTH.
Low potassium <3.5 mmol/L Can follow diuretics, vomiting, diarrhea or endocrine causes.
Urgent potassium pattern <2.8 or >6.0 mmol/L Needs prompt review, especially with weakness, palpitations or kidney disease.

Why do urine tests matter when blood work looks almost normal?

Urine specific gravity, urine glucose, urine ketones and urine osmolality often complete polydipsia lab tests when blood work is borderline. Dilute urine despite marked thirst suggests water handling problems, while glucose or ketones in urine shifts the concern toward diabetes-related fluid loss.

Blood test for constant thirst paired with urine osmolality and specific gravity clues
Figure 6: Urine concentration shows whether the kidneys are conserving water.

Urine specific gravity commonly ranges from about 1.005 to 1.030. A value near 1.001-1.005 during intense thirst means the kidney is making very dilute urine, which is not the expected response to dehydration.

Urine osmolality below 300 mOsm/kg during excessive urination suggests water diuresis, while values above 800 mOsm/kg usually show strong kidney concentration. This distinction is why symptom-only labels such as just drink more can miss the real problem.

Night urination matters because glucose, kidney disease and sleep-related conditions can all increase overnight urine volume. If thirst is paired with waking twice or more nightly to urinate, our night urination labs article gives a practical testing sequence.

The urine result that often changes the workup

A normal serum sodium with very dilute urine does not rule out a water-balance disorder. It may mean the person is compensating by drinking enough to keep sodium in range.

Which medications can make constant thirst look like dehydration?

Diuretics, lithium, SGLT2 inhibitors, anticholinergic medicines, some antipsychotics and high-dose stimulants can cause thirst through fluid loss, dry mouth or altered kidney water handling. Medication timing is often the missing clue in constant thirst blood work.

Blood test for constant thirst with medication review and electrolyte monitoring
Figure 7: Medication timelines can explain thirst patterns before rare diagnoses are considered.

Thiazide diuretics can lower sodium and potassium, while loop diuretics more often increase fluid and electrolyte loss. SGLT2 inhibitors deliberately increase urinary glucose loss, so thirst and urination can rise even when the medicine is working as designed.

Lithium deserves special attention because it can reduce the kidney response to antidiuretic hormone. A person on lithium with new polyuria may need sodium, creatinine, eGFR, calcium, thyroid markers and a lithium level reviewed together.

Kantesti is an AI lab test interpretation service that checks medication timelines against lab shifts when users upload reports with context. For drug-by-drug retesting windows, see our medication monitoring guide.

Dry mouth is not the same as true water loss

Antihistamines, antidepressants and bladder medicines can cause dry mouth without high sodium or high BUN. That distinction matters because drinking excessive water to treat medication dry mouth can sometimes push sodium too low.

When does constant thirst suggest diabetes insipidus rather than diabetes mellitus?

Diabetes insipidus is suspected when a person has large volumes of dilute urine, persistent thirst, normal or near-normal glucose, and often high-normal or elevated sodium. It is a water-balance disorder, not a blood sugar disorder, despite the shared word diabetes.

Blood test for constant thirst with dilute urine and water-balance kidney clues
Figure 8: Dilute urine with normal glucose raises a different diagnostic pathway.

Central diabetes insipidus reflects reduced antidiuretic hormone release, while nephrogenic diabetes insipidus reflects kidney resistance to that hormone. In both patterns, urine osmolality may stay low even when the body should be conserving water.

A classic clue is urine output above 3 liters per day in adults, though body size and fluid intake matter. If sodium is 147 mmol/L and urine specific gravity is 1.003, the pattern deserves clinician-led testing rather than casual reassurance.

The workup may include paired serum osmolality, urine osmolality and specialist-supervised water deprivation or copeptin testing. Kidney context still matters, so we often cross-check filtration patterns using plain-language resources such as eGFR meaning.

Why not do a water deprivation test at home?

Water deprivation testing can be risky if sodium rises quickly. It should be supervised because severe hypernatremia can cause neurologic symptoms and may require controlled fluid replacement.

Which thirst patterns need urgent care rather than routine retesting?

Constant thirst needs urgent evaluation when it comes with confusion, fainting, severe weakness, vomiting, deep rapid breathing, chest pain, severe abdominal pain, ketones, very high glucose or extreme sodium results. In those settings, waiting for a routine appointment can be unsafe.

Blood test for constant thirst showing urgent glucose and electrolyte warning pattern
Figure 9: Some thirst patterns point to same-day medical evaluation.

The 2009 Diabetes Care consensus by Kitabchi et al. describes diabetic ketoacidosis as typically involving glucose above 250 mg/dL, metabolic acidosis and ketones, while hyperosmolar crisis often has glucose above 600 mg/dL and severe dehydration physiology (Kitabchi et al., 2009). These are hospital-level patterns, not home hydration problems.

If glucose is above 300 mg/dL and the person has vomiting, drowsiness, fruity breath, deep breathing or moderate-to-large ketones, same-day urgent care is reasonable. Our high glucose cutoffs guide lays out symptom combinations that change risk.

Extreme sodium is another emergency clue. Sodium below 125 mmol/L or above 155 mmol/L can cause seizures, confusion or coma, and the speed of change often matters as much as the absolute number.

Routine follow-up pattern Mild thirst with stable labs Book non-urgent review if symptoms persist beyond 1-2 weeks.
Same-week pattern Glucose 200-300 mg/dL without severe symptoms Needs prompt diabetes assessment and repeat or confirmatory testing.
Same-day pattern Sodium <130 or >150 mmol/L with symptoms Clinician review is needed because neurologic risk rises.
Emergency pattern Glucose >300 mg/dL with ketones or vomiting Urgent evaluation for DKA or hyperosmolar crisis is needed.

Do children, pregnancy and older age change the interpretation?

Children, pregnancy and older adults need a lower threshold for clinical review because thirst can progress faster or signal different risks. Children can dehydrate quickly, pregnancy changes glucose screening, and older adults may have impaired thirst response or medication-related sodium shifts.

Blood test for constant thirst interpreted across child, pregnancy and older adult care
Figure 10: Age and life stage change how quickly thirst needs review.

In children, new thirst plus weight loss, bedwetting, tiredness or vomiting should raise concern for type 1 diabetes. A random glucose above 200 mg/dL with classic symptoms is not a watch-and-wait result in a child.

Pregnancy uses different glucose screening pathways, often starting with a 24-28 week oral glucose challenge unless risk factors suggest earlier testing. For families tracking pediatric sugar patterns, our child blood sugar guide covers age and meal timing differences.

Older adults can become hypernatremic because thirst sensation, kidney concentration and access to fluids may all be reduced. A sodium of 148 mmol/L in a frail 82-year-old with new confusion deserves more attention than the same number in a healthy athlete after a hot race.

Why the same lab number can mean more in older adults

Creatinine may look normal in older adults with low muscle mass even when filtration is reduced. That is why eGFR, cystatin C in selected cases and urine albumin can be more informative than creatinine alone.

How do heat, exercise and fasting distort thirst-related labs?

Heat exposure, endurance exercise and fasting can shift glucose, sodium, BUN, creatinine, ketones and urine concentration without a chronic disease being present. The timing of the sample compared with sweating, meals and workouts can completely change the interpretation.

Blood test for constant thirst after heat exposure and exercise hydration changes
Figure 11: Heat and exercise can temporarily reshape glucose and sodium results.

After a long run or heavy sweating, sodium may rise if water loss exceeds salt loss, or fall if someone replaces sweat with large volumes of plain water. This is why post-race thirst with headache and nausea is not always simple dehydration.

Fasting can raise ketones and sometimes bilirubin, while intense exercise can raise creatinine, CK and AST for 24-72 hours. If symptoms began after heat exposure, our heat intolerance labs guide may help separate fluid loss from thyroid, glucose or infection clues.

A 52-year-old marathon runner with sodium 132 mmol/L after drinking several liters of water is a different case from an office worker with sodium 132 mmol/L on a thiazide diuretic. Same number, different mechanism.

A practical timing rule

If the result is not urgent, retesting after 24-48 hours of normal meals, usual fluids and no extreme workout often gives a cleaner baseline. Do not delay care if there is confusion, fainting or severe weakness.

How should you prepare for an excessive thirst blood test?

For an excessive thirst blood test, keep normal fluid habits unless a clinician gives different instructions, and record fasting time, medications, supplements, exercise, illness and urine frequency. Overcorrecting with extra water before the draw can hide high sodium or create a low sodium result.

Blood test for constant thirst preparation with water, fasting notes and lab tubes
Figure 12: Accurate prep prevents thirst labs from being accidentally disguised.

Most glucose and chemistry panels can be interpreted with clear meal timing, but fasting glucose needs an 8-12 hour fast. Water is generally allowed before routine fasting labs, although excessive intake right before testing can dilute sodium and urine concentration.

If the first result is borderline, repeat timing matters. HbA1c changes slowly over roughly 8-12 weeks, while sodium, BUN and glucose can change within hours after fluids, meals, fever or medication doses.

Kantesti AI flags inconsistent patterns such as very dilute urine with high sodium or high glucose with unexpectedly normal HbA1c, then suggests questions to bring to a clinician. For prep details, our fasting blood test guide covers water, coffee and timing without guesswork.

What to write down before the draw

Bring a 24-hour estimate of fluid intake, urine frequency, new medications, recent heat exposure and weight change. A simple note saying drank 4 liters yesterday can prevent a misleading interpretation.

How does Kantesti AI read thirst-related lab patterns?

Kantesti is an AI biomarker interpretation platform that interprets constant thirst blood work by comparing glucose, HbA1c, electrolytes, kidney markers, calcium and urine clues against age, sex, medications and prior trends. The goal is pattern recognition, not replacing a clinician when symptoms are severe.

Blood test for constant thirst analyzed by AI with glucose sodium kidney patterns
Figure 13: Pattern-based AI can connect scattered thirst-related biomarkers.

Kantesti's neural network checks whether the pattern fits dehydration, diabetes, electrolyte imbalance, medication effect or a red-flag cluster. For example, glucose 118 mg/dL, HbA1c 5.4%, sodium 148 mmol/L and high urine concentration points away from diabetes and toward water deficit.

The methodology behind our clinical rules, safety prompts and uncertainty handling is described in the technology guide. We also document medical review standards and benchmark methods through medical validation so users can see where AI interpretation is strong and where clinician follow-up is required.

The evidence here is not perfectly tidy. Some thirst complaints come from dry mouth, anxiety, sleep disruption or nasal obstruction, and routine labs may be normal; that is exactly why Kantesti separates likely lab-driven explanations from symptom patterns that need a broader medical review.

What our AI does not do

Our platform does not diagnose diabetes insipidus from a single upload, and it does not clear emergency symptoms. If results suggest a dangerous glucose, sodium or kidney pattern, the safest output is a prompt to seek timely clinical care.

What should you do after constant thirst blood work comes back?

After constant thirst blood work returns, sort the results into four buckets: urgent abnormalities, diabetes-range glucose markers, electrolyte or kidney patterns, and normal labs with persistent symptoms. Each bucket has a different next step, from emergency care to repeat testing or medication review.

Blood test for constant thirst results reviewed by clinician with action plan
Figure 14: Next steps depend on the risk bucket, not thirst alone.

If glucose, sodium, potassium, calcium or creatinine is severely abnormal, act on that result first. A normal CBC or liver panel does not offset a dangerous sodium of 122 mmol/L or glucose of 420 mg/dL with symptoms.

If labs are mildly abnormal, repeat under cleaner conditions and compare with prior results. Dr. Thomas Klein often tells patients that a trend from sodium 139 to 146 mmol/L over several visits is more useful than one isolated 146 mmol/L after a sauna session.

If all routine labs are normal but thirst persists for more than 2-3 weeks, discuss urine osmolality, medication causes, dry mouth disorders, sleep apnea, anxiety, nasal breathing and endocrine testing with a clinician. Kantesti's medical content is reviewed with physician oversight, and our medical advisory board explains the clinical governance behind that process.

A simple escalation rule

Seek urgent care for thirst with confusion, fainting, severe weakness, persistent vomiting, deep rapid breathing, very high glucose or extreme sodium. Book routine follow-up for persistent thirst with stable labs, normal mental status and no rapid weight loss.

Frequently Asked Questions

What blood test checks constant thirst first?

The first blood test for constant thirst is usually a basic or comprehensive metabolic panel plus glucose and HbA1c. The key markers are fasting glucose, HbA1c, sodium, potassium, chloride, bicarbonate, BUN, creatinine, eGFR and calcium. A fasting glucose of 126 mg/dL or higher or HbA1c of 6.5% or higher can support diabetes when confirmed. Sodium outside 135-145 mmol/L helps separate water loss from overdrinking or medication effects.

Can dehydration show up on routine blood work?

Dehydration can show up on routine blood work as high sodium, high BUN, a BUN/creatinine ratio above about 20:1, high albumin or concentrated urine. These findings are supportive, not absolute, because high protein intake, kidney disease and medications can change the same markers. Urine specific gravity above about 1.020 often supports concentrated urine. A normal sodium does not rule out dehydration if the person has been drinking heavily before the test.

What labs suggest diabetes when thirst is the main symptom?

Diabetes is suggested by fasting glucose of 126 mg/dL or higher, random glucose of 200 mg/dL or higher with classic symptoms, or HbA1c of 6.5% or higher when confirmed. Thirst happens because excess glucose can spill into urine and pull water out with it. Urine glucose or ketones add urgency, especially if glucose is above 300 mg/dL. Vomiting, confusion or deep rapid breathing with high glucose needs same-day evaluation.

Can low sodium make me feel thirsty?

Low sodium can occur in people who feel thirsty, especially if they drink large amounts of water, take thiazide diuretics or have hormone-related water retention. Hyponatremia is usually defined as sodium below 135 mmol/L, and levels below 125 mmol/L can become dangerous. Symptoms such as headache, confusion, seizure, severe nausea or weakness make low sodium more urgent. The correct treatment depends on the cause, so simply drinking more water may worsen it.

When should excessive thirst be treated as urgent?

Excessive thirst is urgent when it is paired with confusion, fainting, severe weakness, persistent vomiting, deep rapid breathing, chest pain, severe abdominal pain, ketones or very high glucose. Glucose above 300 mg/dL with ketones or vomiting can signal diabetic ketoacidosis risk. Sodium below 125 mmol/L or above 155 mmol/L can also be dangerous, especially with neurologic symptoms. These patterns should not wait for routine repeat testing.

What are polydipsia lab tests?

Polydipsia lab tests are blood and urine tests used to evaluate excessive thirst and high fluid intake. Common tests include glucose, HbA1c, sodium, potassium, calcium, BUN, creatinine, eGFR, serum osmolality, urine osmolality, urine specific gravity, urine glucose and urine ketones. Urine osmolality below 300 mOsm/kg during marked thirst suggests water diuresis rather than ordinary dehydration. Clinicians may add thyroid, adrenal or specialist water-balance testing depending on the pattern.

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📚 Referenced Research Publications

1

Klein, T., Mitchell, S., & Weber, H. (2026). aPTT Normal Range: D-Dimer, Protein C Blood Clotting Guide. Kantesti AI Medical Research.

2

Klein, T., Mitchell, S., & Weber, H. (2026). Serum Proteins Guide: Globulins, Albumin & A/G Ratio Blood Test. Kantesti AI Medical Research.

📖 External Medical References

3

American Diabetes Association Professional Practice Committee (2024). 2. Diagnosis and Classification of Diabetes: Standards of Care in Diabetes—2024. Diabetes Care.

4

Spasovski G et al. (2014). Clinical practice guideline on diagnosis and treatment of hyponatraemia. European Journal of Endocrinology.

5

Kitabchi AE et al. (2009). Hyperglycemic crises in adult patients with diabetes. Diabetes Care.

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By Prof. Dr. Thomas Klein

Dr. Thomas Klein is a board-certified clinical hematologist serving as Chief Medical Officer at Kantesti AI. With over 15 years of experience in laboratory medicine and a deep expertise in AI-assisted diagnostics, Dr. Klein bridges the gap between cutting-edge technology and clinical practice. His research focuses on biomarker analysis, clinical decision support systems, and population-specific reference range optimization. As CMO, he leads the triple-blind validation studies that ensure Kantesti's AI achieves 98.7% accuracy across 1 million+ validated test cases from 197 countries.

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