Use cases

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

Example · An ER bill after a layoff, and a second bill from a doctor group she never chose

Channel (call transcript, portal message, email, letter): Call transcript, patient billing line

Message, letter or call transcript

[00:00] Agent (Devon): Thank you for calling Ashgrove Regional patient billing, this is Devon. Can I have the patient's name and date of birth? [00:06] Caller: Rhoda Talbot, March 3rd, 1988. It's my bill. [00:12] Agent (Devon): Thank you, Ms. Talbot. I see an account for an emergency department visit on June 14th with a balance of $3,412.60. How can I help today? [00:21] Caller: So that's the one. I'm not saying it's wrong, I did go in, I had the kidney stone. I just can't pay that. I got laid off at the end of May and I honestly don't know if my insurance was still on in June. They said something about COBRA but I never signed up for it because it was like six hundred a month. [00:44] Agent (Devon): I understand. So it looks like the claim went to your previous plan, and they show your coverage ending on May 31st. [00:52] Caller: Okay, so that's why it's the full amount. I'm working part time now, but I'm already behind on my car payment and my phone bill. I can't put three thousand dollars anywhere right now. Is there anything you can do? [01:06] Agent (Devon): We can set you up on a payment plan. The lowest we can usually do on this balance is about $150 a month. [01:13] Caller: I don't think I can do a hundred and fifty either, to be honest. [01:17] Agent (Devon): I can note that you're asking for a lower amount and have someone look at it. [01:22] Caller: Okay. And there's another thing. I got a separate bill from something called Ridgeline Emergency Physicians for $780. It says out of network. I never picked them, I didn't even know they weren't part of the hospital. Is that from the same visit? [01:37] Agent (Devon): Ridgeline staffs our emergency department, but they bill separately, so you'd need to call them about that one. [01:44] Caller: So I have to call someone else too. Great. Okay. Can you send me something in writing about what we talked about? [01:50] Agent (Devon): I'll send a statement to the address on file. Is 41 Hawthorn Lane, Apartment 2 still correct? [01:56] Caller: Yes, that's right. [01:58] Agent (Devon): Great. Is there anything else I can help with today? [02:01] Caller: No, that's it. Thanks.
  1. Is this a contact from a person about a patient's bill or account?Yes99%
  2. What is the main reason the patient got in touch with the billing office?Help paying100%
  3. Does the message say the patient is struggling to pay or cannot pay?Yes99%
  4. What insurance problem, if any, does the patient describe?Coverage changed or uncertain100%
  5. Does the message dispute the bill or a charge on it?No82%
  6. 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%
  7. Does the message say an attorney represents the patient on this bill?No98%
  8. Does the message say the patient has filed for bankruptcy, or plans to?No97%
  9. 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)9 questions

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

  1. 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.

  2. 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.

    • Question about a bill Asks what a charge is for, how much is owed or why a bill arrived, without asking for help paying.
    • Make a payment Wants to pay now, in full or in part.
    • Payment plan Asks to pay over time, and does not ask for help, a discount or charity care.
    • Help paying Says they cannot pay and asks what can be done, or asks about financial assistance, charity care, a discount or help with the bill.
    • Insurance update Gives new or corrected insurance details, or asks the hospital to bill a different insurer.
    • Itemized bill Asks for a detailed list of charges.
    • Dispute a charge Says a charge is wrong, duplicated, already paid or for care the patient did not receive.
  3. 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.

  4. 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.

    • No insurance problem Insurance is not mentioned, or the patient says it worked as expected.
    • Not billed to the insurer The patient says the hospital did not send the claim, or sent it to the wrong insurer.
    • Denied by the insurer The patient says the insurer refused to pay some or all of the claim.
    • Coverage changed or uncertain The patient says their plan changed, their coverage ended or may have ended, or they have applied for Medicaid or other coverage.
    • Uninsured The patient says they had no insurance at the time of care.
  5. 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.

  6. 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.

  7. 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.

  8. 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".

  9. 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

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