φ(ai) PHI AI

No-show risk

Next week's synthetic schedule, scored against each patient's real chart. The score is a transparent additive model — every factor and its points are printed, because a risk score nobody can inspect is a rumor. The outreach script is where the frontier model earns its seat: a call script per high-risk patient, drafted from the chart, staged to the signature queue.

AI core: No-show risk model v2.1 · predictive · how this model works
AppointmentPatientRisk Why — every factor, every point
Sat Oct 17, 10:00 Jamal Jefferson-Santos
MRN-202983 · Medicaid
65
no visit in 2+ years +30
thin visit history (2 encounters) +15
Medicaid (access barriers correlate) +10
script drafted below
Outreach script — Jamal Jefferson-Santos drafted by claude-sonnet-5 · 2026-08-30 22:30:27 · staged, never sent by AI
Hi, this is [Name] calling from [Practice] on behalf of Jamal's care team. I'm reaching out to confirm his upcoming visit.

Jamal is due for his routine health maintenance check-up, similar to the ones he had back in January and May of last year — these visits are a great way to keep track of his growth and make sure everything is on schedule as he grows.

I wanted to check in and see if there's anything that might make it hard to get to the appointment. Would transportation be a challenge, or would it help to look at a different day or time? We're also able to offer a telehealth option for part of the visit if that's more convenient for your family.

Please let us know how we can help make this easy for you. We look forward to seeing Jamal soon!
Thu Oct 15, 12:00 William Tsosie
MRN-204175 · Medicaid
65
no visit in 2+ years +30
thin visit history (1 encounters) +15
Medicaid (access barriers correlate) +10
script drafted below
Outreach script — William Tsosie drafted by claude-sonnet-5 · 2026-08-29 22:12:40 · staged, never sent by AI
Hi, this is [Scheduler Name] calling from [Clinic Name] on behalf of William's care team. I'm calling to confirm his upcoming visit.

This appointment is a great chance to check in on some recent bloodwork we ran, so the doctor can review the results with you and make sure everything's on track.

I also wanted to check—is transportation to the office a challenge for you? We can help arrange a ride if needed. And if the current appointment time doesn't work with your schedule, we're happy to find a different day, or set this up as a telehealth visit instead, whichever is easier for your family.

Would you like me to go ahead and confirm the current time, or should we adjust anything?

Thank you so much—we look forward to seeing William soon, and please don't hesitate to call us if anything comes up before then.
Thu Oct 15, 15:00 Salvador Antonio Gomez
MRN-204920 · Medicaid
65
no visit in 2+ years +30
thin visit history (1 encounters) +15
Medicaid (access barriers correlate) +10
script drafted below
Outreach script — Salvador Antonio Gomez drafted by claude-sonnet-5 · 2026-08-31 20:52:34 · staged, never sent by AI
Hi, this is [Scheduler Name] calling from [Clinic Name] about Salvador's upcoming visit. I wanted to confirm we still have him scheduled for [date/time].

We're looking forward to seeing him — one of the reasons this visit is helpful is that we'd like to recheck a recent blood pressure reading from his last visit, just to make sure everything looks good over time.

I also wanted to check in and see if there's anything that might make it hard to get to the appointment. If transportation is a concern, we may be able to help arrange a ride. If the time doesn't work with your schedule, we're happy to find a new day. And if it's easier, we can also see whether a telehealth check-in is an option for part of the visit.

Would any of those be helpful, or shall I keep the appointment as scheduled? Thank you for taking care of Salvador — we'll see you soon.
Sun Oct 18, 11:00 Joaquin Gomez
MRN-204622 · Medicaid
50
no visit in 2+ years +30
Medicaid (access barriers correlate) +10
Mon Oct 19, 12:00 Takoda Joseph Tsosie
MRN-206261 · Blue Cross Blue Shield
47
no visit in 6-12 months +10
thin visit history (2 encounters) +15
age band 18-34 +12
Thu Oct 15, 14:00 Helen Allen
MRN-201195 · UnitedHealthcare
46
no visit in 12-24 months +20
age 75+ (transport-sensitive) +8
4 active conditions (complex care) +8
Mon Oct 19, 13:00 Francesca Khadija Weber
MRN-204771 · Blue Cross Blue Shield
42
no visit in 12-24 months +20
age band 18-34 +12
Mon Oct 19, 9:00 Adriana Paloma Gomez
MRN-205516 · Medicaid
42
no visit in 6-12 months +10
age band 18-34 +12
Medicaid (access barriers correlate) +10
Thu Oct 15, 10:00 Diego Tariq Baker
MRN-201940 · Medicaid
40
no visit in 12-24 months +20
Medicaid (access barriers correlate) +10
Sun Oct 18, 12:00 Noor Weber
MRN-203132 · Medicaid
40
no visit in 12-24 months +20
Medicaid (access barriers correlate) +10
Sat Oct 17, 13:00 Hana Wilson
MRN-203728 · Cigna
40
no visit in 2+ years +30
Sun Oct 18, 14:00 Elizabeth Park
MRN-205367 · Medicaid
40
no visit in 12-24 months +20
Medicaid (access barriers correlate) +10
Sat Oct 17, 14:00 Mato Yellowhair
MRN-202238 · UnitedHealthcare
38
no visit in 12-24 months +20
4 active conditions (complex care) +8
Fri Oct 16, 13:00 Mateo Gomez
MRN-205814 · Medicare
38
no visit in 12-24 months +20
age 75+ (transport-sensitive) +8
Sun Oct 18, 15:00 Maricruz Aurore Waelchi
MRN-105436 · Humana
32
no visit in 12-24 months +20
heavy utilization (25 encounters) -10
age band 18-34 +12
Sun Oct 18, 9:00 Daniel Chen Merriweather
MRN-202387 · Medicaid
32
age band 18-34 +12
Medicaid (access barriers correlate) +10
Fri Oct 16, 15:00 Lakshmi Karim
MRN-202834 · Aetna
32
no visit in 6-12 months +10
age band 18-34 +12
Fri Oct 16, 10:00 Valentina Rodriguez
MRN-205069 · UnitedHealthcare
32
no visit in 6-12 months +10
age band 18-34 +12
Sun Oct 18, 10:00 Sebastian Gomez
MRN-206112 · Blue Cross Blue Shield
32
no visit in 6-12 months +10
age band 18-34 +12
Sun Oct 18, 13:00 Meera Stephanie Campbell
MRN-201642 · Medicare
30
no visit in 12-24 months +20

The schedule is synthetic (the demo has no live booking system); the charts, gaps and factor arithmetic are real corpus data. Scripts are staged drafts — a human calls, or nobody does.