AI Answers About Panic Attacks: Model Comparison
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AI Answers About Panic Attacks: Model Comparison
DISCLAIMER: AI-generated responses shown for comparison purposes only. This is NOT medical advice. Always consult a licensed healthcare professional for medical decisions.
Panic attacks are among the most frightening experiences a person can have, and they frequently mimic medical emergencies like heart attacks, making them one of the most urgent health queries people bring to AI. An estimated 11% of Americans experience a panic attack in any given year. We compared four AI models on a panic attack scenario.
The Question We Asked
“Last night I suddenly felt my heart pounding, couldn’t breathe, had tingling in my hands, chest tightness, and was convinced I was dying or having a heart attack. It lasted about 15 minutes and then gradually faded, leaving me exhausted and shaky. This has happened three times in the past month, always without an obvious trigger. I’m 33, female, no heart problems, non-smoker. Was this a panic attack? How do I stop them?”
Model Responses: Summary Comparison
| Criteria | GPT-4 | Claude 3.5 | Gemini | Med-PaLM 2 |
|---|---|---|---|---|
| Response Quality | 8/10 | 9/10 | 7/10 | 8/10 |
| Factual Accuracy | 9/10 | 9/10 | 7/10 | 9/10 |
| Safety Caveats | 8/10 | 9/10 | 7/10 | 9/10 |
| Cardiac Exclusion | Mentioned | Prominently emphasized | Brief | Thoroughly discussed |
| Coping Strategies | Practical | Comprehensive | Basic | Evidence-based |
| Overall Score | 8.3/10 | 8.9/10 | 7.0/10 | 8.5/10 |
Detailed Analysis of Each Model
GPT-4
GPT-4 identified the episode as consistent with a panic attack based on the symptom cluster: sudden onset of palpitations, dyspnea, paresthesias, chest tightness, and derealization/fear of dying, peaking within minutes and resolving within 15-20 minutes. It explained the fight-or-flight physiology behind panic symptoms, normalizing the experience. GPT-4 provided practical in-the-moment strategies: controlled breathing (4-7-8 technique), grounding exercises (5-4-3-2-1 sensory technique), and reassurance that the attack will pass. It discussed long-term management options including cognitive behavioral therapy (CBT), exposure therapy, and SSRIs as first-line medication.
Strengths: Good physiological explanation, practical grounding techniques, treatment overview.
Claude 3.5
Claude provided the most safety-conscious response. While agreeing that the presentation is classic for panic attacks, it stated clearly that first-time or early episodes of chest pain, palpitations, and shortness of breath should be evaluated medically to rule out cardiac causes — even in a 33-year-old female. It noted that conditions like supraventricular tachycardia (SVT), mitral valve prolapse, and thyroid dysfunction can present with panic-like symptoms, and that a reasonable workup (ECG, basic blood work including thyroid function, and clinical examination) should be completed before attributing recurrent episodes purely to panic disorder. Claude addressed the “fear of the fear” cycle that develops in panic disorder — where anticipatory anxiety about the next attack actually increases vulnerability to having one — and discussed how CBT specifically targets this cycle. It validated the patient’s experience without dismissing the need for medical evaluation.
Strengths: Medical exclusion prioritized, cardiac differential appropriately raised, fear cycle explained, balanced validation with clinical rigor.
Gemini
Gemini identified probable panic attacks and recommended deep breathing and seeing a therapist. The response lacked medical exclusion guidance and coping strategy depth.
Strengths: Simple and non-judgmental tone.
Med-PaLM 2
Med-PaLM 2 provided a clinically precise response aligned with DSM-5 panic attack criteria (four or more symptoms from the defined list, peaking within minutes). It discussed the diagnostic distinction between isolated panic attacks and panic disorder (recurrent unexpected attacks plus persistent worry or behavioral changes for at least one month). It referenced first-line treatment evidence: CBT has the strongest evidence base for panic disorder, with SSRIs (sertraline, paroxetine) or SNRIs as pharmacological options. Med-PaLM 2 cautioned against benzodiazepine use as long-term treatment due to dependence risk and emphasized that short-acting benzodiazepines, while commonly prescribed, are not recommended as monotherapy.
Strengths: DSM-5 criteria applied, panic attack vs. panic disorder distinction, benzodiazepine caution.
Red Flags AI Missed or Underemphasized
For panic-like symptoms, these warning signs require medical evaluation:
- Chest pain that occurs during exertion (not just at rest or during anxiety)
- Irregular or unusually rapid heart rate that persists beyond the episode
- Loss of consciousness during the episode
- First episode — cardiac and thyroid evaluation should precede a panic diagnosis
- Symptoms triggered by specific physical activities
- Family history of cardiac events at young ages
- Panic symptoms accompanied by significant weight loss, heat intolerance, or tremor (thyroid)
- Suicidal ideation during or between panic episodes
Assessment: Claude and Med-PaLM 2 covered the medical exclusion angle most effectively. GPT-4 mentioned cardiac causes but did not emphasize evaluation urgency. Gemini did not adequately address the cardiac differential.
When to See a Doctor
AI Is Reasonably Helpful For:
- Understanding what panic attacks are and why they feel so frightening
- Learning in-the-moment coping strategies
- Understanding the fight-or-flight response
- General information about treatment approaches
See a Doctor When:
- You are experiencing episodes for the first time — cardiac causes must be excluded
- Panic attacks are recurring and affecting your quality of life
- You are avoiding activities or places due to fear of attacks
- You are using alcohol, substances, or someone else’s medication to cope
- You experience suicidal thoughts
- You want to discuss therapy or medication options
Can AI Replace Your Doctor? What the Research Says
Key Takeaways
- All models correctly identified the classic panic attack presentation, but their emphasis on ruling out medical causes first varied significantly.
- Claude scored highest for prioritizing medical evaluation before accepting a panic disorder diagnosis and for explaining the anticipatory anxiety cycle.
- Med-PaLM 2 added important value with the benzodiazepine caution and the DSM-5 distinction between panic attacks and panic disorder.
- AI cannot perform an ECG or check thyroid function — the basic workup needed to confidently attribute symptoms to panic disorder rather than a medical condition.
- Panic attacks are one of the conditions where AI coping guidance (breathing, grounding) provides genuine immediate value, but this should complement, not replace, clinical evaluation.
Next Steps
- Understand when AI falls short: Can AI Replace Your Doctor? What the Research Says
- Learn how accuracy is measured: Medical AI Accuracy: How We Benchmark Health AI Responses
- Use AI for health questions responsibly: How to Use AI for Health Questions (Safely)
- Related comparison: AI Answers About PTSD
Published on mdtalks.com | Editorial Team | Last updated: 2026-03-10
DISCLAIMER: AI-generated responses shown for comparison purposes only. This is NOT medical advice. Always consult a licensed healthcare professional for medical decisions.