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AI Playbook for Dilute Specimen MRO Decision

A DOT-regulated CDL driver submitted a urine specimen with creatinine of 18 mg/dL and specific gravity of 1.002. The laboratory reported the specimen as dilute negative. The employer's DER is asking whether to accept the result, require an observed re-collection, or take immediate action. The driver's route resumes in 6 hours.

When to use this playbook

  • Use this playbook when the decision looks like the situation above: A DOT-regulated CDL driver submitted a urine specimen with creatinine of 18 mg/dL and specific gravity of 1.002.
  • It is a fit when you have source files in hand and need a structured, reviewable analysis — not a generic chat answer about "Dilute Specimen MRO Decision".
  • Do not use it as a substitute for licensed, legal, clinical, or authorized official judgment in the domain.

What you'll need

  • Laboratory chain of custody form and results
  • DOT 49 CFR Part 40 dilute specimen guidelines
  • Driver's prior drug test history
  • Employer's drug and alcohol policy
  • DER inquiry regarding immediate action

Attachments: Documents (Documents)

The Prompt

You are a Medical Review Officer making a dilute specimen decision for a DOT-regulated CDL driver. I am attaching:

Work only from the attached source files. If a conclusion is not supported, say so.

Produce:
1. Classify this dilute result under DOT 49 CFR Part 40: is creatinine 18 mg/dL and specific gravity 1.002 within the dilute range, and what is the required MRO action?
2. Determine whether an immediate re-collection under direct observation is required or optional at this creatinine/specific gravity level.
3. Assess whether the dilute result, even as a negative, requires any employer notification beyond standard reporting.
4. Identify the medical explanations that could legitimately explain a dilute specimen and whether any should be explored with the donor before final reporting.
5. Tell the DER exactly what action is permitted in the next 6 hours and what documentation is required for the MRO file.

Call out where independent models are likely to disagree, and list follow-up documents a reviewer should request.

What to expect

  • DOT 49 CFR Part 40 classification of dilute result
  • Observed re-collection determination
  • Employer notification requirements
  • Medical explanation assessment
  • DER permitted actions and documentation requirements

Review before you act

  • Validate this output against source files before relying on it: Classify this dilute result under DOT 49 CFR Part 40: is creatinine 18 mg/dL and specific gravity 1.002 within the dilute range, and what is the required MRO action?.
  • Validate this output against source files before relying on it: Determine whether an immediate re-collection under direct observation is required or optional at this creatinine/specific gravity level.
  • Validate this output against source files before relying on it: Assess whether the dilute result, even as a negative, requires any employer notification beyond standard reporting.
  • Validate this output against source files before relying on it: Identify the medical explanations that could legitimately explain a dilute specimen and whether any should be explored with the donor before final reporting.
  • Confirm every cited figure, date, counterparty, or requirement against the attached originals — models compress and can drop a qualifier.
  • Treat disagreement between models as a review item, especially on classification, materiality, and recommended next action.
  • Do not authorize an operational, clinical, legal, credit, or enforcement action solely because the models agree.

Why compare models on this

For Dilute Specimen MRO Decision, running the same attachments across independent models is useful because the hard part is classification and completeness, not fluency. The workflow is already designed to surface dot 49 cfr part 40 classification of dilute result; observed re-collection determination; employer notification requirements; medical explanation assessment. Those are comparison artifacts — they only exist if more than one model runs. Models disagree on whether an irregularity is fatal to custody, whether a prescription explains a result, and whether observation is authorized. Those splits are MRO work, not auto-verification.

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See governed multi-model AI on your own prompt

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