Design proposal · EHR

Caseload Auto-Prioritization

The EHR ranks new therapy orders by diagnosis, so patients most likely to need an acute inpatient rehab recommendation are seen first, and their referral starts while there's still time to get a bed.

Audience
Therapists, schedulers, EHR team
Built on
CMS IRF qualifying conditions
Format
Priority rules, list mockup, intake design
Pairs with
Rehab Check, IRF vs. SNF

The problem

A first-in, first-seen list misses the patients who can't wait

Most therapy caseloads are worked roughly in the order orders arrive. A stroke patient whose order came in at 2 pm can wait until tomorrow behind follow-ups that could safely move.

For that patient, a late OT and PT evaluation means a late rehab recommendation, a late IRF referral, and sometimes a delayed discharge or a missed IRF bed. The diagnosis already tells us who is likely to need rehab. The EHR can use it to sort the list.

The project · Caseload prioritization

Priority rules

Three tiers, driven by diagnosis

The priority diagnoses closely match the CMS inpatient rehabilitation facility "60% rule" qualifying conditions, which gives the proposal regulatory backing.

Tier 1 · See first

Likely IRF candidates

  • Stroke
  • Spinal cord injury
  • Traumatic brain injury
  • Polytrauma
  • Hip fracture (see split below)
  • Amputation
  • Neurological disorders such as Guillain-Barré, Parkinson's, MS
  • Burns
  • Joint replacement that is bilateral, BMI 50 or more, or age 85 or older
Tier 2 · Next

Other new evaluations

  • New orders without a priority diagnosis
  • Single joint replacement without the CMS modifiers
Moves up with an expiring order, a near discharge date or a high PLOF.
Tier 3 · Then

Follow-up treatments

  • Patients already evaluated with a plan in place
Moves up when discharge is today or a recommendation needs updating.

Hip fracture, pending surgery

Flagged and scheduled for the first session after surgery and medical clearance, rather than ranked for today.

Hip fracture, conservative management

Ranked in Tier 1 now, with weight-bearing orders shown so the evaluation can start right away.

Other ranking factors

FactorEffect on the list
Order expiration or mandated evaluation time frameMoves up as the deadline nears, so no order expires unseen
Anticipated discharge dateMoves up when discharge is today or tomorrow
New order vs. follow-upNew evaluations rank above follow-ups in the same tier
High prior level of functionMoves up within its tier, since a high PLOF supports an IRF recommendation
Therapist or scheduler overrideAlways allowed, with a reason, so clinical judgment can move any patient up or down

Mockup

The ranked caseload

Color tiers and diagnosis tags show why each patient is where they are. Schedulers see the same order when assigning therapists.

OT caseload · ranked · 11 patientsUpdated 7:45
#RmPatientWhy this rankOrder
1412-1Patient A, 78 FStrokeHigh PLOFNew eval · order expires in 6 hrsOT evalMove
2510-2Patient E, 69 MHip fx · conservativePLOF follow-up neededNew eval · WBATOT evalMove
3421-1Patient D, 86 FJoint replacement · age 85+New eval · POD 1OT evalMove
4415-2Patient B, 64 MDischarge todaySepsis · new evalMoved up by scheduler: home today, needs DMEOT evalMove
5402-1Patient F, 58 FCHF exacerbation · new evalOT evalMove
6418-1Patient C, 51 MFollow-up · plan in placeOT txMove
—507-1Patient G, 81 FHip fx · pending surgeryScheduled for first session after surgeryOT evalMove
Patient names and details are placeholders. Every rank shows its reason, and every row can be moved.

Prior level of function at intake

PLOF as a structured field, not free text

Ranking by PLOF only works if the EHR can read it. Intake asks one to three quick questions and records who answered.

The questions

  • Before this, did you live at home?Home alone · Home with others · Facility
  • Did you walk on your own, with a device, or not at all?On my own · With a cane or walker · Wheelchair or not at all
  • Did you need help with dressing or bathing?No help · Some help · A lot of help

Who answered

Patient Family or caregiver Unable to obtain: patient unable to answer, no family or caregiver available
  • "Unable to obtain" never counts as a low PLOF and never drops priority. Diagnosis still drives the rank.
  • It creates a follow-up flag so the therapist or case manager collects PLOF later, from family, outside records or the facility the patient came from.
  • Check whether the admission nursing assessment already asks some of this, so the proposal adds to an existing form instead of creating a new one.

Protecting ER nurses

The ER nurse is the last resort, not the default

Adding a question to every ER admission would add work for nurses who are already stretched. The design fills PLOF from other sources first, in this order.

  1. Existing recordsPrior therapy notes, past admissions, home health, SNF and shared outside records. Shown pre-filled for a one-tap confirm.
  2. EMS run sheetParamedics often note living situation, devices and who was home.
  3. Patient or familyA QR code, tablet or portal questionnaire with plain-language, picture-supported choices.
  4. Other staffRegistration, ED techs, ED case managers or social workers.
  5. Floor admissionThe admitting nurse on the unit, as part of the existing assessment.
  6. TherapistCollected at the evaluation if nothing else filled it.
  • Only when it mattersAsked only for patients with a priority diagnosis, not every ER patient.
  • Never a hard stopSkippable with "Unable to obtain" in one tap. It can wait until the floor or the evaluation.
  • ER nursing input firstReview the design with ER nursing before proposing it. It respects their workload and makes approval more likely.
No new work for ER nurses.The lead message of the proposal, backed by the fallback order above.

Result

How a pilot would be measured

  • Order to evaluationHours from therapy order to evaluation for Tier 1 patients
  • Time to recommendationHours from admission to a documented rehab recommendation
  • IRF referral timingReferrals sent before the anticipated discharge date
  • PLOF completionShare of Tier 1 patients with PLOF on file at evaluation, and its source

The CMS qualifying conditions list includes joint replacement only in specific cases, which is why it ranks with modifiers here. Check current CMS guidance before proposing, and build the rules with the hospital's EHR team, rehab leadership and scheduling.