Raw LLM Responses

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Comment
I handle dental insurance claims and the inevitable appeals. I’ve seen so many return claims hit my desk and I had a suspicion a human was no longer reviewing claims on behalf of their clients. The most ridiculous denial codes come through and I waste countless admin hours calling and correcting. We were worried AI would steal our jobs. It’s quite literally made my job worse. I can waste two hours of my day on ONE claim. One. I do not work in a practice that can waste that time - 35 employees, 8 dentists, 10 hygienists … and I’m on the phone for two hours to reverse a claim that will inevitably pay our office $80. Nightmare. But, I really love fighting for these patients. These companies are a joke and I will always support my clientele firSt.
reddit AI Bias 1690333337.0 ♥ 7
Coding Result
DimensionValue
Responsibilitycompany
Reasoningconsequentialist
Policyliability
Emotionresignation
Coded at2026-04-25T08:33:43.502452
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"} ]