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Agent invocation · 5/9/2026, 8:28:20 AM

Summarize survey risk for the facility.

Latency

30.5s

Tools

3

Tokens

16,181

Model

claude-opus-4-7

Final response

CaraDay Demo Facility — Survey Risk Summary

The headline numbers

  • Census: 50 beds total, 31 active residents, 9 discharged
  • Survey-risk recommendations in queue: 50 total
    • 🔴 7 critical
    • 🟠 39 high
    • 🟡 4 medium
  • (Separately, there are 87 HIPPS-optimization recommendations — those are revenue-integrity issues, not survey risk.)

The recurring pattern

Across the critical and high-risk residents, the same three documentation/clinical issues keep clustering on the same charts:

  1. Unwitnessed falls with incomplete post-fall documentation (no huddle reference, missing reassessment, or — in several cases — silenced/deactivated bed alarms). This is F-tag F689 (accidents) territory.
  2. Stage 2 pressure injuries (most often coccyx/sacral or heel) — frequently not yet reflected in MDS skin coding. F-tag F686.
  3. Documented depressive symptoms (in MD, MSW, and/or nursing notes — sometimes with an SSRI started) but no PHQ-9 / D0150 score captured in the MDS. F-tag F697 and a direct PDPM Nursing/depression end-split issue.

When all three appear on one chart, the resident lands in critical.

The 7 critical residents (highest priority)

| Resident | Status | Why critical | |---|---|---| | Carlos Fuentes (84c60bfc…) | Active | 4/11 unwitnessed fall + Stage 2 coccyx + depression w/o PHQ-9 | | Margaret Holloway (843d9cb9…) | Active | BERG 8/56, fall 3/27, Stage 2 coccyx, depression w/o PHQ-9 | | Carlos Mendoza (1e2903fe…) | Active | 4/10 fall w/ desat, new Stage 2, depression w/o PHQ-9 | | James Okafor (62c1480f…) | Deceased | Fall w/ orthostasis, Stage 2, depression w/o PHQ-9 — auditable record | | James Okafor (7b48d16c…) | On leave | 3/14 fall, Stage 2 (3/11), depression w/o PHQ-9 | | Linda Szymanski (bbd3d895…) | Discharged | 2/8 fall, progressing Stage 2 coccyx, depression w/o PHQ-9 | | Delores Washington (5f0733fd…) | Discharged | 1/31 fall w/ abrasion, depression flagged but no PHQ-9 |

The two deceased/discharged criticals (Okafor, Szymanski, Washington) still matter — those records are auditable in any survey window covering their stay.

High-risk residents (25 returned, partial list)

The high-risk cohort is heavily weighted toward CVA-sequelae residents (I69.30) — Beaumont, Berkowitz, Briscoe, Hartman, Holcomb, Hollingsworth, Holloway, Holsworth, Huang, Kowalski, S. Okafor, Papineau, Chen — most with the same fall + skin + depression pattern.

What I'd do next

The single highest-leverage move: run a PHQ-9 / D0150 sweep. The "depression documented but no PHQ-9" gap appears on virtually every critical and high-risk chart. Closing it simultaneously reduces F697 exposure and potentially shifts the Nursing component end-split (PDPM benefit).

Recommended next step: Pick one critical resident — I'd start with Carlos Fuentes (active, recent fall, all three gaps present) — and run analyze_hipps_optimization on him so you can see the exact documentation actions proposed against his record. Want me to do that now?

Tool chain

  1. 01Facility summary
    83ms
    input
    {}
    result preview
    {"facilityId":"2ff057db-734f-4d27-824f-d4cbc864cac8","census":50,"activeResidents":31,"discharged":9,"payerMix":{"medicare":27,"managed_medicare":13,"ltc_insurance":5,"private":5},"hippsAvgLetters":{"pt":"M","ot":"M","slp":"F","nursing":"I","nta":"B"},"ptDistribution":[{"letter":"B","count":1},{"letter":"F","count":1},{"letter":"K","count":17},{"letter":"L","count":3},{"letter":"N","count":5},{"letter":"O","count":21}],"subBenchmarkPtCount":1,"recommendationsBySeverity":{"medium":15,"critical":9,"high":113},"recommendationsBreakdown":[{"severity":"critical","type":"survey_risk","n":7},{"severity":"critical","type":"hipps_optimization","n":2},{"severity":"high","type":"survey_risk","n":39},{"severity":"high","type":"hipps_optimization","n":74},{"severity":"medium","type":"hipps_optimization…[truncated 60 chars]
  2. 02Query residents
    18ms
    input
    {
      "limit": 25,
      "risk_level": "critical"
    }
    result preview
    {"facilityId":"2ff057db-734f-4d27-824f-d4cbc864cac8","appliedFilters":{"payer":null,"ptLetterMax":null,"diagnosisPrefix":null,"admittedAfter":null,"riskLevel":"critical","limit":25},"matchCount":7,"residents":[{"id":"84c60bfc-6803-40ca-a702-da584ad40a9e","firstName":"Carlos","lastName":"Fuentes","primaryPayer":"medicare","currentStatus":"active","admissionDate":"2026-04-02","age":67,"hippsCode":"OOENA","ptComponent":"O","mdsDate":"2026-04-06","primaryIcd10":"J18.9","primaryDiagnosis":"Pneumonia, unspecified organism","riskSeverity":"critical","riskSummary":"Unwitnessed fall on 4/11 combines with a coccyx area documented as non-blanching ~2.5x2cm consistent with Stage 2 and depression symptoms documented across MD/MSW/nursing without a recorded PHQ-9, creating active safety and HIPPS exposu…[truncated 3973 chars]
  3. 03Query residents
    14ms
    input
    {
      "limit": 25,
      "risk_level": "high"
    }
    result preview
    {"facilityId":"2ff057db-734f-4d27-824f-d4cbc864cac8","appliedFilters":{"payer":null,"ptLetterMax":null,"diagnosisPrefix":null,"admittedAfter":null,"riskLevel":"high","limit":25},"matchCount":25,"residents":[{"id":"1e608feb-9811-47e1-96f9-8e66cb94aa55","firstName":"Sylvia","lastName":"Beaumont","primaryPayer":"medicare","currentStatus":"active","admissionDate":"2026-03-14","age":85,"hippsCode":"KKKEC","ptComponent":"K","mdsDate":"2026-03-19","primaryIcd10":"I69.30","primaryDiagnosis":"Sequelae of cerebral infarction with unspecified late effects, driving SNF stay for rehabilitation","riskSeverity":"high","riskSummary":"Recent unwitnessed fall with abrasion and bed alarm previously deactivated, combined with documented depressive symptoms lacking a PHQ-9 score and dysphagia findings pending …[truncated 16425 chars]

Audit ID

5af50d61-064b-47ba-b053-a442b340c21d

Session

demo-session