Find patients who say they cannot pay their bill (US)
US rules. Reads billing calls, messages and letters for inability to pay, insurance trouble, surprise bills and disputes. It never decides eligibility.
Try it on this example
Channel (call transcript, portal message, email, letter): Call transcript, patient billing line
Message, letter or call transcript
- Is this a contact from a person about a patient's bill or account?Yes99%
- What is the main reason the patient got in touch with the billing office?Help paying100%
- Does the message say the patient is struggling to pay or cannot pay?Yes99%
- What insurance problem, if any, does the patient describe?Coverage changed or uncertain100%
- Does the message dispute the bill or a charge on it?No82%
- Does the patient describe a bill from an out-of-network provider for emergency care, or from a provider they did not choose at an in-network facility?Yes99%
- Does the message say an attorney represents the patient on this bill?No98%
- Does the message say the patient has filed for bankruptcy, or plans to?No97%
- Does the message mention self-harm, suicide, or having no money for food, medicine or heat?No91%
These are real answers stored from one run on this example.
The prism behind it
Find patients who say they cannot pay their bill (US)
Fields
- Channel (call transcript, portal message, email, letter)
- Message, letter or call transcript
Context
Billing contacts from patients of Ashgrove Regional Medical Center, a non-profit hospital in the United States, or from people writing for them: calls to the patient billing line, portal messages, emails and scanned letters. Each contact is read so that a patient who may qualify for financial assistance is offered it before the account moves towards collections. Our rules: - As a tax-exempt hospital we must make reasonable efforts to find out whether a patient qualifies under our financial assistance policy before any extraordinary collection action, such as reporting to credit bureaus, selling the debt or suing. Our policy covers free and discounted care based on income and household size, and patients may apply at any time. - A patient who says they cannot pay is offered the application and the plain-language summary of the policy, not only a payment plan. - Surprise bills: federal rules limit what patients with health coverage pay for out-of-network emergency care, and for out-of-network providers at an in-network facility that the patient did not choose. - An attorney acting for the patient, or a bankruptcy, puts the account on a legal hold. Judge only what the patient or the person writing for them says. Do not infer income, a health condition or a financial situation from tone, spelling or language. Eligibility is decided by the application, and every hold and every collection step is set by code and confirmed by a person. None of these answers decides anything about the patient.
Questions
Is this a contact from a person about a patient's bill or account? Yes / No
Count contacts from the patient, a parent, a relative, a carer, an attorney or an executor. Yes: A person got in touch about a patient's bill, account, charges or insurance. No: Spam, marketing, an auto-reply, a delivery failure notice, a contact about something other than billing, or a blank or unreadable text.
What is the main reason the patient got in touch with the billing office? Choice
Read the whole contact. Choose the reason the patient or the person writing for them gives for getting in touch, not what the billing office offered in reply. If they give several, choose the one they say most about.
Does the message say the patient is struggling to pay or cannot pay? Yes / No
Count saying they cannot afford the bill, have fallen behind on other bills, have lost a job or income, are choosing between this bill and essentials, or asking for a lower amount or more time because money is short. A reason is not needed. Judge only what is said; do not infer difficulty from tone. Yes: The contact says the patient is struggling to pay or cannot pay. No: No difficulty is stated, or the contact only says the patient will pay.
What insurance problem, if any, does the patient describe? Choice
Read what the contact says about insurance for this care. Choose the problem it describes. If they describe more than one, choose the one that explains why they were billed.
Does the message dispute the bill or a charge on it? Yes / No
Count saying a charge is wrong, duplicated, already paid, for care the patient did not receive, or for someone else, or asking for proof that the amount is owed. Yes: The contact disputes the bill, the amount, or a charge on it. No: The contact accepts the bill, even if the patient cannot pay it. Asking what a charge is for, or saying a provider was out of network, does not count on its own.
Does the patient describe a bill from an out-of-network provider for emergency care, or from a provider they did not choose at an in-network facility? Yes / No
Read the contact. Count a bill from a doctor, group or ambulance the patient says was out of network for emergency care, and a bill from a provider the patient says they never chose or met, such as an emergency physician, anaesthetist, radiologist or assistant surgeon, for care at our hospital. Yes: The patient describes at least one such bill. No: No such bill is described.
Does the message say an attorney represents the patient on this bill? Yes / No
Count a statement that the patient has hired or is working with an attorney or a legal aid lawyer on this bill, their medical debts or a bankruptcy, or a request that we contact their attorney, with or without the attorney's details. Yes: The contact says an attorney acts for the patient now. No: No attorney acts for them. A relative or friend helping, a patient advocate, a credit counseling agency, or a threat to hire a lawyer later does not count.
Does the message say the patient has filed for bankruptcy, or plans to? Yes / No
Count a filing already made, a case number, a planned filing, or an attorney preparing one, under any chapter. Yes: The contact says the patient has filed for bankruptcy or plans to file. No: Bankruptcy is not mentioned, or only as something the patient wants to avoid, such as "I don't want to go bankrupt".
Does the message mention self-harm, suicide, or having no money for food, medicine or heat? Yes / No
A contact like this should reach a trained person before anything else happens on the account. Yes: The contact mentions self-harm or suicide, or says the patient has no money for food, medicine, heat or housing. No: None of these is mentioned.
Lens columns
about_an_account, about_an_account_probability, contact_reason, contact_reason_probability, financial_difficulty_stated, financial_difficulty_stated_probability, insurance_problem, insurance_problem_probability, disputes_debt, disputes_debt_probability, possible_surprise_bill, possible_surprise_bill_probability, attorney_represents, attorney_represents_probability, bankruptcy, bankruptcy_probability, crisis_mentioned, crisis_mentioned_probability
Run it on your own text
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