How a note is read
Validating the vitals the monitor sent to the chart
The monitor files the numbers. Clicking accept makes them yours. How to check, reject and recheck without wrecking the chart.
8 min read built on 6 full opinions updated 2026-09-29
Written by a med-surg RN, ten years, day shift. Why there is no name on it

Your monitor, or an AI charting agent, drops vitals into the flowsheet by itself. Handy. But the monitor can't tell a real SpO2 of 84% from a probe that slid off a cold finger. Until you look at a value and accept it, it's device data. Once you accept it, it's your documentation. So look first.
The short version
- Don't accept the auto-filed column in one click. Check each value against the patient in the bed, then validate.
- Don't accept a value you think is artifact. If it doesn't fit the patient, go to the bedside and recheck it by hand. Decide after that.
- Chart the recheck as its own entry, with the real time, the method (manual, other limb, different probe site) and how the patient looked right then.
- Don't quietly delete a value you reject. Use your system's reject or invalidate function. Add a short reason and the value you confirmed.
- If the value is real, it counts. A confirmed abnormal number goes into the early warning score and into your escalation. Same as one you took yourself.
What goes wrong
The usual mistake is bulk-validating. The monitor filed values every 15 minutes. At 1400 you open the flowsheet, select the column, click accept. Now your name is on every value. That includes the 1315 heart rate of 162, recorded while the patient brushed their teeth with the leads flapping. It also includes the 1330 BP of 68/40, taken with the cuff over a bent elbow.
That hurts you three ways:
- Your signature says you checked it. Whoever reads the chart later will take an accepted value as a real one: the physician on the next shift, a quality reviewer, someone years from now. They can't know you didn't look.
- The artifact spreads into everything built on it. Early warning scores, sepsis alerts, trend graphs and AI deterioration models all read the flowsheet. A false 68/40 can fire a rapid response. A false normal can hide a real problem, like a SpO2 of 98% from a probe on the wrong patient's finger.
- The chart contradicts itself. Say you rechecked the BP by hand, got 118/72, and never charted it. The accepted 68/40 stays. Now the record shows hypotension and no response to it. Or you did chart 118/72 in a note, and the flowsheet still says 68/40 at the same minute. Either way, the chart stops telling one story.
A smaller version of the same mistake: deleting the bad value without a trace. The flowsheet looks clean. Then the alarm log or a monitor download shows a 68/40, and nothing in your chart explains where it went.
It is not hypothetical
To be straight about it: no case in our set involves monitor artifact or auto-validated flowsheets. The cases below are vaccine injury rulings, not nursing negligence cases. They're here for one narrow reason. They show charted vitals and clinical records being read closely, years later, to figure out what actually happened.
- Howard v. Secretary of Health and Human Services, U.S. Court of Federal Claims, 2018. Link. To describe an ER visit from 2012, the special master used the heart rate and blood pressure changes charted during the evaluation, citing pages of the ER record. Someone entered those numbers almost six years earlier.
- Raymo v. Secretary of Health and Human Services, U.S. Court of Federal Claims, 2014. Link. The timing of the child's symptoms was central. The special master found the records didn't help settle it, noting that "the records are somewhat vague and contradictory about when onset of HTR’s symptoms occurred." The family's testimony decided that question. Not the chart.
- Perkins v. Secretary of Health and Human Services, U.S. Court of Federal Claims, 2021. Link. The petitioner's expert first dated her symptom onset "consistent with the contemporaneous medical records filed in this matter," then moved it earlier based on her affidavit. Much of the ruling is about that gap: what was written at the time versus what was remembered later.
What this means for you: a flowsheet is a record of the patient's timeline. Leave an artifact next to the real value with nothing explaining it, and whoever reads it later has to guess which one was true.
What to write instead
1. Artifact SpO2, confirmed by a different probe
| How it often gets charted | Better |
|---|---|
1320 SpO2 81% (device, validated) with nothing after it | 1320 SpO2 81% auto-filed, rejected: pt alert, talking in full sentences, color pink, pleth waveform flat/irregular, finger cold. Probe moved to earlobe. 1324 SpO2 95% RA, good waveform. RR 16. |
2. Artifact heart rate from motion
| How it often gets charted | Better |
|---|---|
HR 158 accepted in the 0615 column, no note | 0615 HR 158 auto-filed, rejected: pt brushing teeth at sink, leads II/V1 showing motion artifact on strip. Apical HR 1 min at 0619 = 84, regular. Pt denies palpitations, dizziness. |
3. Low cuff BP, rechecked manually
| How it often gets charted | Better |
|---|---|
BP 68/40 accepted, later BP ok in a note | 1330 NIBP 68/40 auto-filed, not accepted: cuff over antecubital with arm flexed. Pt alert, oriented x4, skin warm/dry, denies lightheadedness. 1334 manual BP L arm, supine, adult cuff = 118/72, HR 78. |
4. The value looked wrong, but it was real
| How it often gets charted | Better |
|---|---|
BP 82/50, likely artifact, will recheck with no recheck ever charted | 1405 NIBP 82/50. Manual recheck R arm 1408 = 80/48, HR 112. Pt reports dizziness on standing. Dr. [NAME] notified 1410, orders received, see MAR. Recheck 1440 = 96/60. |
5. Bulk validation
| How it often gets charted | Better |
|---|---|
| Accept the whole 0800–1200 range at 1215 | Review each timepoint. Accept the values that match your assessment, reject those that don't with a reason, and chart any manual rechecks at their real times. |
6. Values filed by an AI charting agent
| How it often gets charted | Better |
|---|---|
Agent-filed T 38.4 accepted as is | 1000 T 38.4 agent-filed from device, verified: oral recheck 1003 = 38.3. Pt reports chills. Provider notified 1005. |
Same pattern every time: the value → what you saw → how you checked → what you confirmed → what you did about it.
Words that do the damage
| Word or phrase | Why it hurts | Instead |
|---|---|---|
| artifact on its own | A conclusion with no evidence behind it | State the reason: pt moving, probe off, flat pleth, cuff over elbow |
| likely artifact, will recheck | Promises a recheck that often never shows up in the chart | Chart the recheck value and time, or don't write this at all |
| VSS / vitals stable | Vague. Hides abnormal values that auto-filed | Write the actual numbers or the range |
| WNL | Whose limits? Which values? | Give the numbers |
| validated on a block of values | Says you checked each one, even if you didn't | Only validate what you actually reviewed |
| pt fine / no distress next to an alarming value | Contradicts the number and doesn't say why | Describe what you saw: alert, talking in full sentences, pink, RR 16 |
| error / wrong reading | Sounds like a device or staff failure. That's a different issue | Not accepted, reason: ___, rechecked: ___ |
What the guidance says
- Check a vital sign before it goes into the chart. Watch for artifacts like a badly placed cuff, and don't assume the device got it right. (OpenStax, NurseOnShift)
- A number by itself isn't complete documentation. Record what affects the reading too: method, position, anything unusual about the measurement. (NurseChartingPro, Carepatron)
- Confirmed abnormal vitals feed early warning scores and should lead to escalation. So sort out artifacts before they reach the score. (NurseOnShift, Nursing CE Central)
Copy this
Flowsheet comment or note: value rejected as artifact
``
[TIME] [VITAL SIGN] [VALUE] auto-filed from [MONITOR / AGENT], not accepted.
Reason: [WHAT YOU SAW - e.g. pt ambulating, probe displaced, flat pleth waveform, cuff over flexed elbow].
Pt at time of reading: [LOC], [COLOR/SKIN], [SYMPTOMS OR DENIES SYMPTOMS].
Recheck [TIME]: [METHOD - manual / apical 1 min / alternate site / different limb], [POSITION], = [VALUE].
Related vitals at recheck: HR [ ], BP [ ], RR [ ], SpO2 [ ] on [RA / O2 L/min].
Recheck value charted in flowsheet at [TIME].
[YOUR NAME], [CREDENTIALS]
``
Note: value looked like artifact but confirmed real
``
[TIME] [VITAL SIGN] [VALUE] auto-filed from [MONITOR / AGENT].
Recheck [TIME]: [METHOD], [POSITION], = [VALUE]. Reading confirmed.
Pt: [LOC], [SYMPTOMS], [RELEVANT ASSESSMENT FINDINGS].
[PROVIDER NAME / RRT] notified [TIME] via [PHONE / IN PERSON / PAGE]. Response: [ORDERS OR PLAN].
Interventions: [WHAT WAS DONE, TIME].
Reassessment [TIME]: [VALUES AND PT STATUS].
[YOUR NAME], [CREDENTIALS]
``
Late entry: a value was accepted in error
``
Late entry [DATE] [TIME] for [ORIGINAL DATE] [ORIGINAL TIME].
[VITAL SIGN] [VALUE] was validated as part of a batch at [TIME] and did not reflect pt status.
At [ORIGINAL TIME] pt was [WHAT YOU OBSERVED / WHAT WAS HAPPENING].
Recheck at [TIME]: [METHOD] = [VALUE], documented at [TIME].
Original entry marked [INVALID / ERROR] per [FACILITY] flowsheet correction process; original value remains visible in audit history.
[YOUR NAME], [CREDENTIALS]
``
Message to charge nurse or informatics: recurring device problem
``
[DATE] [TIME], [UNIT], room [ROOM].
[MONITOR / PROBE / CUFF / AGENT] filed [VITAL SIGN] values that did not match manual rechecks [NUMBER] times this shift.
Example: auto [VALUE] at [TIME], manual [VALUE] at [TIME].
Suspected cause: [e.g. probe type, cuff size, lead placement, interface timing - or unknown].
Device ID / bed: [ID]. Patient safety impact: [none identified / describe].
Requesting: [biomed check / device swap / interface review].
[YOUR NAME], [CREDENTIALS], ext [NUMBER]
``
If you remember one thing
Clicking accept says you checked the number. If it doesn't fit the patient, recheck it and chart what you confirmed.
Read the decisions yourself
Every case below is a published decision on CourtListener. Open them. Nothing on this page asks you to take our word for what a court said — and where we only had the search result rather than the full opinion, it says so.
- Howard v. Secretary of Health and Human Services
- Perkins v. Secretary of Health and Human Services
- Balasco v. Secretary of Health and Human Services
- United States v. Arkansas
- Raymo v. Secretary of Health and Human Services
- East Texas Medical Center D/B/A East Texas Medical Center Emergency Medical Services v. Jody Delaune Individually and as Personal Representative of the Estate of Crystal Delaune, and as Next Friend of D. D., D. D. and D. A. D., Minors
All the decisions behind this guide, in one page — searchable by court, year, or what happened.
What people say on the floor
Nurses talking to each other about this, quoted as they wrote it. This is opinion, not a source. It is here because it shows what the argument actually is — the rules above come from the decisions and the published guidance, not from these threads.
Alternatively, if you're using a monitor, you can get your IT and epic to collaborate to tie in epic into the charting. Then all your vital signs just auto populate on the flow sheet and all you have to do is verify them for them to save after ...
r/nursing on Reddit: EPIC flow sheet templates redditOnce you log in to your patients, go to the top right corner of epic and click on “print”. It’ll give you 3 options “current list” and 2 others I don’t remember. Print the one that says “handoff.” It should have the history, ...
r/nursing on Reddit: Auto populated printable brain sheets in epic? redditSee if your EMR has data tokens that you can include in the macro. I had one that auto populated days since admission, bed numbers, age, vital signs etc.
r/nursing on Reddit: Fellow nurse does not like me because I use Macros redditI have dropped a comment on an oddly late initial assessment that the patient was not visualized previously due to emergency with another patient. Vitals come through automatically and are verified though, so even if I can’t get in to assess my patient I can at least see if something goes wonky.
r/nursing on Reddit: Q1 hour nursing notes? reddit
What everyone else says
Guidance from professional bodies, insurers and other people who write about this. Useful, but it is advice, not law — that part is above.
- Chapter 7: Demonstrate Reporting and Documentation of Client Data - Nursing Assistant - NC ncbi.nlm.nih.gov
- Vital Signs Documentation for Nurses (With Examples) | NurseChartingPro nursechartingpro.com
- Epic Fundamentals Lesson 7: Document Vitals and Assessments Flashcards | Quizlet quizlet.com
- Vital Signs Measurement: Full Set, Trends and EWS nurseonshift.com
- 15.3 Vital Signs - Clinical Nursing Skills | OpenStax openstax.org
- r/nursing on Reddit: EPIC flow sheet templates reddit.com
- ehr-tutor-how-to-document-within-a-chart. ... atitesting.com
- What a Nurse's Charting Pattern Knows Before the Vitals Do - Practical AI in Healthcare practicalaiinhealthcare.com