# variable_notes

claim_id: 3499234442
variable_name: risk_level
created_at: 2025-11-13 16:52:48
updated_at: 2025-11-13 16:52:48
note_text:
I could see this being a low risk level since <$25k, no litigation but injury severity being moderate and the main driver can make this a medium risk level.


claim_id: 3499234442
variable_name: industry_risk_category
created_at: 2025-11-13 17:10:14
updated_at: 2025-11-13 17:23:10
note_text:
Age:23
Occupation: Student
Not sure how industry risk is healthcare outpatient. Should be education?


claim_id: 6165669449
variable_name: causation_type
created_at: 2025-11-13 17:15:57
updated_at: 2025-11-13 17:15:57
note_text:
yes, this is human factor, but she fell while doing her job and she had the safety harness on so I feel like it may have been a bad set up overall


claim_id: 3499234442
variable_name: experience_modifier_impact
created_at: 2025-11-13 17:25:59
updated_at: 2025-11-13 17:59:15
note_text:
If cost-based assessment is the primary driver, then should be favorable. <$10k, moderate injury and quick recovery


claim_id: 6165669449
variable_name: safety_compliance
created_at: 2025-11-13 17:38:09
updated_at: 2025-11-13 17:38:09
note_text:
the adjustor notes say the safety harness was in use, so I don't know if none is correct since she had something in place, it just seems like lost her footing and fell but there was some sort of procedure in place.


claim_id: 3499234442
variable_name: injury_severity
created_at: 2025-11-13 17:43:47
updated_at: 2025-11-13 17:43:47
note_text:
hm this one and the one that needed surgery are both classified as moderate. I feel like those are two different injuries as one had a much longer recovery and the patient stated that she is still struggling so i don't know if moderate is a good word for this one.


claim_id: 3499234442
variable_name: management_complexity
created_at: 2025-11-13 17:45:17
updated_at: 2025-11-13 18:01:01
note_text:
I think this should be routine management complexity:
- simple medical treatment
- low litigation risk


claim_id: 6165669449
variable_name: expected_development_pattern
created_at: 2025-11-13 18:32:48
updated_at: 2025-11-13 18:32:48
note_text:
Achieved MMI by July 1st (4months) which is less than 6 months but moderate injury might push it to average. Agree with classification.


claim_id: 6165669449
variable_name: experience_modifier_impact
created_at: 2025-11-13 19:10:16
updated_at: 2025-11-13 19:10:16
note_text:
I think this could be neutral because the cost is within 10-50k and it is the expected industry norm within construction


claim_id: 4726770034
variable_name: expected_development_pattern
created_at: 2025-11-13 23:07:00
updated_at: 2025-11-13 23:07:00
note_text:
would this one be classified as permanent since he has not returned to normal and is only working part time now


claim_id: 3628150755
variable_name: safety_compliance
created_at: 2025-11-20 16:52:53
updated_at: 2025-11-20 16:52:53
note_text:
i feel like it should be none, there is no safety involved in this, he was playing basketball and fell


# rubric_scores

claim_id: 6165669449
principle: Quality and accuracy
dimension: Accuracy
created_at: 2025-11-13 17:17:15
updated_at: 2025-11-13 17:33:09
comment:
I got a different cost for the total claim so I'm not sure if that's an error but if its true than that is a problem. I also got a different category for experience modifier impact, but I also don't understand what that is really. 


claim_id: 6165669449
principle: Quality and accuracy
dimension: Completeness
created_at: 2025-11-13 17:17:20
updated_at: 2025-11-13 17:39:35
comment:
it did not include the safety harness in safety evaluation, which I think may change the category from none to something else. It's not that she wasn't using safety precautions, she just accidently fell. 


claim_id: 6165669449
principle: Understanding and Reasoning
dimension: Contextual Understanding
created_at: 2025-11-13 17:18:02
updated_at: 2025-11-13 17:26:47
comment:
yes, it was able to identify that there was a construction accident and knew that this can involve high heights and stuff like that


claim_id: 6165669449
principle: Safety and Ethics
dimension: Missing Information
created_at: 2025-11-13 17:27:06
updated_at: 2025-11-13 17:40:34
comment:
it did not mention anything about how she feels like every day is reminder of what could have been with her wrist mobility. I don't know if we see this as important, but could it be a reason that she chooses to sue?? also, they left out the safety harness in the safety evaluation, so I don't know if that may be considered for something. 


claim_id: 3499234442
principle: Quality and accuracy
dimension: Accuracy
created_at: 2025-11-13 18:12:16
updated_at: 2025-11-24 14:47:32
comment:
- Minor severity instead of moderate since no surgery involved and just an ankle sprain. 
- Claimant's occupation is clearly a student but industry risk category is healthcare outpatient
- Adjuster notes mentioned clear liability, but litigation risk rationale mentioned disputed liability leading to misclassification
- Since litigation risk was misclassified, it leads to settlement likelihood and management complexity to be misclassified as well.


claim_id: 6165669449
principle: Quality and accuracy
dimension: Accuracy
created_at: 2025-11-13 19:34:39
updated_at: 2025-11-19 17:55:25
comment:
Settlement cost is within 10-50k and moderate injury severity which puts experience modified impact as neutral but LLM thinks it should be adverse ($50-150k, major injury, or pattern concerns)


claim_id: 4726770034
principle: Safety and Ethics
dimension: Missing Information
created_at: 2025-11-13 23:14:02
updated_at: 2025-11-13 23:14:02
comment:
it mentioned there was none for safety which i don't know is true since there was a safety harness, it just was not properly secured, so I don't know if there is a better term for this. 


claim_id: 4726770034
principle: Quality and accuracy
dimension: Accuracy
created_at: 2025-11-18 21:15:39
updated_at: 2025-11-18 22:02:15
comment:
LLM mentioned ultimate cost prediction of $118,000 but no where to be found in settlement adjuster notes. Settlement amount is in the range of $45k-50k


claim_id: 7909573436
principle: Quality and accuracy
dimension: Accuracy
created_at: 2025-11-18 22:02:02
updated_at: 2025-11-18 22:04:46
comment:
LLM mentioned ultimate cost prediction of $118,000 but no where to be found in settlement adjuster notes. Per settlement adjuster notes, the recommended settlement authority is up to $25,000.


claim_id: 3628150755
principle: Quality and accuracy
dimension: Accuracy
created_at: 2025-11-19 17:47:11
updated_at: 2025-11-19 17:52:05
comment:
- Injury severity should be minor
- Medical complexity should be simple since injury is limited to one ankle, treated with RICE therapy and PT, <2 months recovery
- Risk level should be low because minor injury, clear liability, low costs <$25k, no litigation
- Industry risk category: LLM thinks that claimant is a basketball player but claimant is a 17 y/o student
- Experience modifier impact should be favorable 


