Repeated structure and stock phrases can make a note appear templated. Review each draft so the note reflects the visit and the clinician’s judgment.
What “AI-shaped” looks like
Three patterns make a note read as generated:
Smooth completeness. Every section is filled at roughly the same length. Real clinicians chart unevenly. The HPI is long when the case is complex; past medical history is short when it is unremarkable.
Stock phrasing. “Patient denies suicidal ideation, homicidal ideation, audio or visual hallucinations” appearing verbatim across every patient. Real clinicians vary the phrasing.
Structural rigidity. Every assessment ends with a numbered list of three differentials, in the same order, with the same connecting logic. Real assessments adapt to the case.
Edit pattern 1: prune the smooth completeness
Read the draft and ask: where is the chart artificially full? If the patient has no relevant family history, “no contributory family psychiatric history” is enough. You do not need a paragraph on what was reviewed and negative.
If the MSE is a stock paragraph and the visit showed nothing abnormal, leave it short. “MSE within normal limits, alert and oriented x4, mood and affect appropriate to context, no evidence of psychotic symptoms.” Three sentences. Real.
Long, formulaic MSE paragraphs on a stable patient mark templated documentation.
Edit pattern 2: vary phrasing across visits
If the note for visit N+1 is structurally identical to visit N, edit it. Specific differences this visit produced specific words. Find one or two phrases per section that change. The cumulative effect is significant.
Nextvisit’s personalization helps here. The system learns your phrasing variations instead of locking onto one stock phrase. The MSE on a stable patient at visit 4 should not match visit 5 word for word.
Edit pattern 3: own the assessment
Reviewers focus here. It should sound like your clinical reasoning, not a textbook summary.
Concretely:
- Explicit clinical reasoning. “Patient reports decreased symptoms on sertraline 100 mg with adequate trial duration, suggesting partial response. Considering augmentation versus rotation given residual sleep disturbance and hypoarousal.”
- Patient-specific context. “Given recent job loss and the timing of symptom onset, situational contribution is significant though does not change the diagnosis.”
- Decisions and the reasons for them. “Continuing current dose given functional improvement. Will revisit at 4 weeks if residual symptoms persist.”
Avoid: “Patient presents with major depressive disorder, recurrent, moderate. Will continue current treatment plan.” That is a template, not an assessment.
Edit pattern 4: keep the patient’s voice
Direct quotes are one of the strongest signals that a clinician was in the room. Aria preserves quotes when they are clinically meaningful. Keep them. Edit only if the patient said something off the record or the quote is too long to be useful. A two-line quote in the chief complaint or a sharp phrase in the HPI is a feature.
Edit pattern 5: handle uncertainty honestly
If the assessment includes uncertainty, the note should say so. “Differential includes adjustment disorder versus emerging major depressive disorder; will reassess at 2 weeks given recent stressor.” That is more defensible than a confident diagnosis the next visit may revise.
Sourcing
When the chart references a prior medication trial or a prior diagnosis, attribute it. “Per patient report” and “per prior records reviewed” are different attributions. They matter clinically and legally. AI drafts sometimes blur the distinction. Keep the source clear.
The sign-off attestation
The signature is your representation that the chart reflects the visit and your judgment. We recommend an attestation that names the AI-assisted draft:
This note was generated as a draft from an AI-assisted ambient documentation system, then reviewed and edited by the undersigned clinician. The clinical content reflects the clinician’s judgment and the visit as conducted. The clinician takes full responsibility for the accuracy and completeness of this record.
Check your state medical board guidance on AI documentation. Update the attestation as needed.
Review each draft. Correct errors. Sign the note. Nextvisit flags low-confidence passages and phrases that match recent notes. Use these flags during your review.