Raw LLM Responses
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@avinashsuresh5221 That risk is inevitable. The Ai WILL replace us in the workfo…
ytr_UgwWTs7Y6…
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I generally think that Ai art or music should only be used personally and never …
ytc_UgyDBuXhE…
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Oh boy, they actually found the most horrible way to address this!? Even I who l…
ytc_Ugyos5BrZ…
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Okay, I'm removing this channel from my page.
Somehow this channel still acts a…
ytc_UgxVQ1nIs…
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Really thought-provoking discussion. It’s easy to focus on what AI can do today,…
ytc_Ugy4rtvhu…
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Ok wanna know my real issue with anti AI art talk.
It's that it eerily reminds m…
ytc_UgwPBwyfW…
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I think this is a good thing. I'll keep my post brief, but feel free to engage m…
ytc_Ugy98Jdlj…
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My ChatGPT told me it'll save me and keep me safe.. so duh I'm safe😌…
ytc_UgwPSH_G8…
Comment
I don't work for Cigna, but another insurer and what they are doing is definitely not the standard. What is supposed to happen: an algorithm looks at a prior authorization, determines if the policy for approval is being met (i.e. what tests have been done, blood pressure, etc) and recommends approval or further review. A nurse is supposed to check the results and in the case of denial it gets sent to a medical director to verify the denial if it is final and not due to insufficient information (there can be back and forth if they need more info).
Algorithms in this case can actually help ease the burden by pulling out information from long medical records which can be dozens of pages long. So a good version of this would be an AI that looks for criteria which matches the approval policy and surfaces it for nurse / doctor review. Even going as far as auto-approval. This is good for the patient and doctor because it saves time. Denials should always be manual review.
In the world of AI, there should always be a manual review of a denial in these cases. An algorithm can't be held accountable, but a person can. A doctor should always have the final say. What makes this worse is not just the fact that the AI is denying approval, but the doctors who are rubber stamping it are actively being discouraged from disagreeing with the algorithm denials. This is the exact opposite of how algorithms should be used responsibly.
You can disagree with the system we have - the US healthcare system truly sucks - but this goes way beyond the healthcare system and into a completely irresponsible and repugnant way to use algorithms.
reddit
AI Bias
1690312153.0
♥ 20
Coding Result
| Dimension | Value |
|---|---|
| Responsibility | company |
| Reasoning | deontological |
| Policy | industry_self |
| Emotion | approval |
| Coded at | 2026-04-25T08:33:43.502452 |
Raw LLM Response
[
{"id":"rdc_jtfgh5n","responsibility":"company","reasoning":"deontological","policy":"regulate","emotion":"outrage"},
{"id":"rdc_jteqwkp","responsibility":"unclear","reasoning":"unclear","policy":"unclear","emotion":"indifference"},
{"id":"rdc_jtgdml8","responsibility":"company","reasoning":"deontological","policy":"regulate","emotion":"outrage"},
{"id":"rdc_jtgo3ow","responsibility":"company","reasoning":"consequentialist","policy":"liability","emotion":"resignation"},
{"id":"rdc_jtf87jl","responsibility":"company","reasoning":"deontological","policy":"industry_self","emotion":"approval"}
]