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A petabyte of health insurance prices per month

blog.turquoise.health

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Re: A petabyte of health insurance prices per month

#71

Earlier quoted context omitted.

But why? I could understand from a treatment perspective the type of animal mattering (but even then initial vs subsequent encounters?). From a billing perspective, wouldn't it make sense to have animal bite exam fee, with possible additional charges for bandaging, stitches, rabies shot, etc based on doctor's discretion?

Because, like it or not, a doctor's discretion can sometimes be self-serving. The more treatments a doctor gives, the more they get paid, and there is an enormous information imbalance between doctor and patient. (As in, they went to medical school, and you didn't.) Unfortunately, some doctors are willing to take advantage of this.

This has gradually changed with the emergence of "value-based healthcare", which is what we should be solving for (and building the right incentive structures for)

Re: A petabyte of health insurance prices per month

#72

There are separate charge codes for everything , and all of those codes need to be reflected in the pricing data. There's a price to slap on a bandaid. There's a price to give someone a Tylenol. Hell, W61.61XA is the medical code for "Bitten by duck, initial encounter." Presumably, this means there's also a code for "Bitten by duck, again." Medical billing is broken , and it's no surprise that the amount of data is o…

Here's the full list of codes for "Bitten by ____, _____ encounter" https://www.icd10data.com/ICD10CM/Codes/V00-Y99/W50-W64/W61- The hierarchy looks like this: W61.6 Contact with duck = W61.61 Bitten by duck == W61.61XA …… initial encounter == W61.61XD …… subsequent encounter == W61.61XS …… sequela = W61.62 Struck by duck == W61.62XA …… initial encounter == W61.62XD …… subsequent encounter == W61.62XS …… sequela = W6…

>> There's codings like this for parrots, macaws, chickens, turkey, etc.

Yeah, but how much do they cost?

Re: A petabyte of health insurance prices per month

#73

Because our (US) system is at Monty Python levels of absurdity. We waste more money with this "system" than most other countries spend as a total, and with worse outcomes on average [1]. Fundamentally, there are two factors, IMO, that have been conclusively proven (repeatedly, and for decades - much more strongly, recently) to be incompatible with delivering quality healthcare with some level of efficiency: 1) For-pr…

> We waste more money with this "system" than most other countries spend as a total, and with worse outcomes on average [1]

Oh sure, if you don't measure what is obviously the most important outcome: freedom

Re: A petabyte of health insurance prices per month

#74
post #24

They're using information overload tactic. This approach leverages a psychological principle that suggests when people are given too many choices or too much information, they can become overwhelmed and struggle to make decisions. The point is to overwhelm, the consumer, the people trying to fix this system etc.

A simpler and more rational explanation, is that they're trying to overwhelm the adversary.

The insurance company, its claims department. If you can't ever compare two medical treatments because they're never similar, let along identical, then any price at all might be attached to these.

The consumer hands over a laminated card and says "I have insurance". No one's overwhelming him. He's not even really a party to the transaction. Not until the insurance company denies the claim, at least.

Re: A petabyte of health insurance prices per month

#75
It also feels like these codes are also closer to stated preference data than revealed preference data. “Given this permutation of factors, we’d choose to bill X, but insurance companies dictated we actually paid Y.”

Would be neat to see both kinds of rates with billing codes and actual billed procedures. Guessing there aren’t petabytes worth of actual procedures either.

Re: A petabyte of health insurance prices per month

#76

Earlier quoted context omitted.

Because, like it or not, a doctor's discretion can sometimes be self-serving. The more treatments a doctor gives, the more they get paid, and there is an enormous information imbalance between doctor and patient. (As in, they went to medical school, and you didn't.) Unfortunately, some doctors are willing to take advantage of this.

It's kinda ridiculous that because it costs x billion in doctors overcharging, we'll spend 100x on administration to control costs. Cutting off one's nose to spite one's face and all that.

I always preferred "The cure is worse than the disease." for a metaphor describing US healthcare billing.

Re: A petabyte of health insurance prices per month

#77
post #8

Earlier quoted context omitted.

While the pitchfork argument may be appealing, the actual article makes a convincing case that it's just combinatorial expansion: > As a result, the Transparency in Coverage rule requires insurance companies to do the math for patients and, in most cases, publish prices as dollar amounts. That’s helpful for patients, but it requires that a price be pre-calculated for every possible service. ... So, they could publish…

I work with petabytes of data. A petabyte of text is an insane amount of text. You need a billion X multiplication of basic data. That’s not just combinatrionics, it’s deliberate obfuscation.

4 tables, each with 1k rows and one of them with a 1K text column in it, joined together to give a cartesion product, will give you a petabyte of data. So it doesn't sound impossible (just absurd).

Re: A petabyte of health insurance prices per month

#78
post #28

Earlier quoted context omitted.

That's exactly what it is, because as another comment pointed out the legislation currently doesn't allow them to just publish a [human,machine]-readable rules engine for calculating price, so they must publish this asinine amount of data every month in perpetuity until someone who's taken a math class in the last 70 years ends up in Congress.

This does seem to be machine readable, but inefficient. Given the fight the insurers have put up about publishing this, I would expect any allowance of "rules engine" to allow them not to publish anything, or to just play the same game again. For instance, my "rules engine" is to look up the price contained in my db table (proprietary, of course) and multiply by another record in a different table. Or if a court forc…

The rules engine could even be turning complete, even if it didn't need access to another data source.

Re: A petabyte of health insurance prices per month

#79

There are separate charge codes for everything , and all of those codes need to be reflected in the pricing data. There's a price to slap on a bandaid. There's a price to give someone a Tylenol. Hell, W61.61XA is the medical code for "Bitten by duck, initial encounter." Presumably, this means there's also a code for "Bitten by duck, again." Medical billing is broken , and it's no surprise that the amount of data is o…

Ok, so it's _broken_. As a system of recording stuff is it also ... incoherent? Slapping on a bandaid or giving someone tylenol are _services_. "Bitten by duck" is a _cause_, and different people bitten by ducks could need different services, and people impacted by different causes could need the same services. If I have a laceration, I'm guessing that how I'm treated should depend on how deep/large/severe it is, rather than what kind of implement was involved? If they're equally sharp, dirty, etc, a kitchen utensil, non-powered tool, scissors, or other sharp implement may all result in the same slapped bandaid, right?

https://www.icd10data.com/ICD10CM/Codes/V00-Y99/W20-W49/W27- https://www.icd10data.com/ICD10CM/Codes/V00-Y99/W20-W49/W26-

Re: A petabyte of health insurance prices per month

#80

Earlier quoted context omitted.

But why? I could understand from a treatment perspective the type of animal mattering (but even then initial vs subsequent encounters?). From a billing perspective, wouldn't it make sense to have animal bite exam fee, with possible additional charges for bandaging, stitches, rabies shot, etc based on doctor's discretion?

Because, like it or not, a doctor's discretion can sometimes be self-serving. The more treatments a doctor gives, the more they get paid, and there is an enormous information imbalance between doctor and patient. (As in, they went to medical school, and you didn't.) Unfortunately, some doctors are willing to take advantage of this.

> The more treatments a doctor gives, the more they get paid

You could say this 30 years ago, but it's not really the case today. The majority of physicians are now salaried, not independent. And even for many of the ones in independent private practice, the amount they make is not necessarily tied anymore to the services they provide, due to the rise of capitation and other forms of bundled service agreements.

Nowadays, it's actually statistically more likely that you receive care from a doctor who has an explicit incentive to undertreat, because they receive a fixed amount of money per patient per year, and the costs of treatment come out of pocket directly with no additional reimbursement.

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