"\n{\n    \"name\": \"Samantha\",\n    \"surname\": \"Lee\",\n    \"age\": 38,\n    \"weight\": 110,\n    \"height\": 160,\n    \"gender\": \"female\",\n    \"dietPreferences\": [\n        \"Trying to eat less processed food\",\n        \"Loves spicy food\"\n    ],\n    \"allergies\": \"Shellfish (hives and stomach upset)\",\n    \"chronicDiseases\": \"Polycystic Ovary Syndrome (PCOS)\",\n    \"medications\": \"Metformin (for PCOS), Multivitamin\",\n    \"other\": \"Works as a high school English teacher. Married with no children (struggling with infertility). Enjoys reading (especially fantasy novels), writing (working on a novel), and playing board games with friends. Feels self-conscious about her weight and frustrated with her PCOS symptoms. Secretly wants to learn how to play the ukulele. Volunteers at a local literacy program, tutoring adults. Worried about her aging parents' health and the future of public education.\",\n    \"pregnancy\": \"no\",\n    \"goal\": \"Lose weight, manage PCOS symptoms, and finish writing her novel.\",\n    \"physicalActivity\": \"Low (mostly sedentary job, occasional walks)\",\n    \"alcohol\": \"Socially (wine with dinner a few times a week)\",\n    \"smoking\": \"No\",\n    \"sleep\": \"Fair (6-7 hours, often has trouble falling asleep due to stress)\",\n    \"occupation\": \"High School English Teacher\"\n}\n\n"
```json
{
    "reasoning": "Organic maca powder is a good choice for Samantha. It's a whole food with potential benefits for PCOS, such as hormone balance and energy. It aligns with her goal to eat less processed food and manage PCOS symptoms. However, it's not a direct weight loss aid, so portion control is important.",
    "product_name": "Organik Maca Tozu (Organic Maca Powder)",
    "rating": "B"
}
```