Top Down Primary modifications

src/prompts.py

@@ -157,6 +157,7 @@ Ensure you ONLY return codes if they are associated directly with the Service li
 Only return the dictionary, with no other commentary or explanation. Ensure you abide by proper JSON formatting.
 """
 
+
 def TOP_DOWN_PRIMARY(page):
     return f"""### PAGE START ### {page} ### PAGE END
 
@@ -165,7 +166,7 @@ The preceding text is one page of a contract between a Payer and a provider in t
 Here are the attributes to be included in each dictionary, and instructions on how to correctly answer:
 'CONTRACT_LOB' : List any Line of Business mentioned on the page. Choose ONLY from the following: Commercial, Group, Marketplace, Marketplace/Exchange, Medicaid, Medicaid-Medicare, Medicare, Medicare Advantage, Medicare Supplemental, Veterans Affairs. If none of these are found on the page, simply write 'N/A' for this answer.
 'CONTRACT_PROGRAM' : List any Programs mentioned on the page. Some examples of Programs are: CHIP, CHIP-P, CHIP-Perinate, STAR, STAR+PLUS
-'CONTRACT_NETWORK' : List any Networks mentioned on the page. Networks are types of managed care organizations involved in the delivery of healthcare services. Some examples of Networks are: HMO, PPO, EMO, POS, FFS
+'CONTRACT_NETWORK' : List any Networks mentioned on the page. Networks are types of managed care organizations involved in the delivery of healthcare services. Some examples of Networks are: HMO, PPO, EMO, POS, FFS. If it says anywhere that they are out of network then only return "OUT OF NETWORK" as your answer.
 'PRODUCT' : List any Products listed on the page. These are typically the brand name of a health plan. You may also use this field as a catch-all for entities that you are unsure of.
 
 If any of the attributes are not found, return N/A. If there are multiple answers for a given attribute, return the answers in a comma-separated list.