✦ ContinuIQ · Post-Acute Care Intelligence · Concept by Sarah Brock, NHA · Not real patient data
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ContinuIQ
POST-ACUTE CARE INTELLIGENCE
🏡 Sunrise Post-Acute & Rehab · 2-West Wing
🌅 DAY SHIFT · Feb 19 17 residents
KR
K. Reynolds, RN
ContinuIQ
30-Day Episode Intelligence
Clinical data transfers at care transitions. The pattern that predicts readmission doesn't.
ContinuIQ watches the signals that matter — weight trends, therapy engagement, family contact — simultaneously across every resident in the wing, and surfaces the three-signal CHF readmission pattern before a physician would think to look.
What gets detected
Weight Decline — Eleanor down 3.2 lbs. Watch pattern, not just the number.
Therapy Disengagement — PT attendance at 34% for 3 sessions.
Family Absence — No visit in 6 days. Correlation with CHF deterioration: significant.
Three-Signal Convergence — All three at once = CHF readmission pattern. 67% accuracy.
This prototype shows
2-West Wing census with live watch alerts
Eleanor's three-signal CHF readmission pattern
30-day episode timeline with deterioration markers
Floor-level intelligence across all 17 residents
· All patient data is entirely fictional
The problem today
Clinical deterioration rarely happens suddenly. The signals appear days earlier — if anyone is watching.

Post-acute care teams are managing 15–25 residents simultaneously across a shift. Weight trends, therapy attendance, family contact patterns, and medication changes are tracked in separate systems, reviewed separately, and never connected into a single risk picture. By the time a readmission becomes visible, the intervention window has closed.

🏥
Resident Census
2-West Wing · 17 residents · 3 on watch. Click any alert row to open their episode.
Open →
⚠️
Eleanor's Alert
Three-signal CHF pattern detected. Weight ↓ + PT 34% + family absent 6 days. Simultaneously.
See the alert →
📊
Floor Intelligence
Wing-level risk view across all residents. Patterns the chart review doesn't catch.
Open →
💊
Harold's CHF Watch
4-day weight gap · missed Monday weigh-in · fluid compliance dropping.
Open →
Part of a larger platform
ContinuIQ monitors the episode. CarePathIQ plans the discharge pathway and generates prior auth. ShiftIQ preserves the human knowledge at handoff. Three surfaces of a single care intelligence platform.
17
Total residents
2-West Wing
3
On watch list
AI decline patterns flagged
2
No family visits
5+ days · Engagement risk
4
Discharge planned
Next 7 days
🔀
AI Pathway Planner — Same Diagnosis, Different Paths
Two patients. Same DRG. The AI reads their full clinical picture and recommends completely different post-acute pathways. See why — and how it ranks SNFs by outcome data, not CMS stars.
Explore →
204
BED A
Eleanor Vásquez, 82F
CHF / HTN · Dr. Chen · Day 19 of stay · Medicare A · Dischg target: Day 25
⚠ Weight +4.2 lbs / 5 days ↓ Therapy participation 40% ↓ Appetite 4 days No family visit 6 days ✦ AI: Rehospitalization risk rising
19
days
⚠ Slow decline in progress — weight, appetite, engagement all trending wrong direction simultaneously.
208
BED B
Harold Mitchell, 78M
L-Hip Fracture Post-ORIF · Dr. Patel · Day 6 of stay · Medicare A
No family visit 5 days Quiet · Withdrawn this shift ✓ PT progressing well ✦ AI: Emotional engagement note
6
days
No family contact in 5 days — mood declining. Strong PT gains could stall if motivation drops.
211
BED A
Carmen Santiago, 79F
CVA Stroke Recovery · Dr. Reyes · Day 31 of stay · Medicare A
Therapy refusals ↑ this week Family visits ↓ since Day 18 Nectar-thick diet ✦ AI: Family contact correlates 0.81
31
days
Participation 89% on family contact days, 34% on days without. Formalizing contact schedule is highest-leverage intervention.
201
BED A
Alice Park, 74F
R-Knee Replacement · Dr. Santos · Day 9 of stay · Blue Cross
✓ Progressing on target ✓ Family engaged daily PT twice daily
9
days
"Loves her morning walk down the hall before PT — sets her up for a better session."
203
BED A
Raymond Osei, 71M
COPD Exacerbation · Dr. Patel · Day 2 of stay · Medicare A
New admit — preferences learning 2L O2 NC Family meeting scheduled today
2
days
New resident — still learning. Check in on comfort and preferences today.
206
BED B
Dorothy Mae Simmons, 88F
Hip Fracture / Moderate Alzheimer's · Dr. Washington · Day 8 of stay · Medicare A
🧠 Moderate Alzheimer's ⏰ Sundowning — eves 🚪 Elopement risk ✓ Best window 7–10AM ✦ Communication guide active
8
days
"She thinks she's at church sometimes. Go with it — redirect through her world, not yours."
209
BED A
Patricia Walsh, 88F
COPD / CHF · Dr. Chen · Day 14 of stay · Medicare A
✓ Stable — no acute concerns O2 2L NC at rest DNR / DNI on file ✦ AI: Comfort-focused care noted
14
days
"Prefers morning cares done by 9AM so she can watch her stories. Doesn't like to miss them."
🔴 Rehospitalization Risk — Day 19
AI Pattern Detection
72 /100
High Risk
Three simultaneous negative trends detected: weight gain (+4.2 lbs over 5 days), decreased therapy participation, and appetite decline. This combination in CHF patients predicts 30-day readmission in 67% of similar cases in our dataset.
AI identified this pattern. Clinical assessment and intervention decision belong entirely to the care team and physician.
📅 30-Day Trend Overview
Admission → Today (Day 19)
Day 1 · Admit Day 7 Day 14 Day 19 · Today Day 25 · Dischg target Day 30
Admitted CHF
Peak therapy participation
Appetite decline begins
Last family visit
Today · Risk elevated
Discharge target
7–30 Day Stability Trends
Weight
184.6 lbs
↑ +4.2 lbs over 5 days — fluid retention indicator for CHF. Notify physician.
Therapy Participation
38 %
↓ From 89% (Day 7) to 38% today. Progressive disengagement over 12 days.
Appetite / Meal %
45 %
↓ Declining 4 consecutive days. Was averaging 78% intake on Days 1–14.
Mood / Engagement
Low
Noted as "quiet," "withdrawn," or "less interactive" in 5 of last 7 shift notes.
Family Visits
0 last 6 days
No family visits 6 consecutive days. Prior pattern was daily visits. Something changed.
Skin Integrity
Intact
✓ Stable. Q2H turns maintained. No breakdown areas documented.
📊 7-Day Stability
Weight trend↑ +4.2 lbs over 5 days
Therapy participationDeclining · 48% this week
Pain level3/10 · Managed
Appetite↓ 40% intake last 3 days
Sleep qualityRestless — noted last 4 nights
O2 saturation95–97% · Room air
Skin integrityIntact
👨‍👩‍👧 Family & Engagement
Last family visit6 days ago
Primary contactDaughter — Maria Vásquez
Visit patternWas daily — now absent 6 days
Mood trendTearful last 2 evenings
Activity participationDeclining · Less responsive
🎯 Discharge Planning
TargetDay 25
Discharge toHome with HHA
Lives withDaughter Maria
Home safetyAssessed Day 3 · Cleared
HHA arrangedPending — family contact needed
✦ Human Intelligence — What the Team Knows About Eleanor
AI-ASSISTED · NOT AI-AUTHORED Staff entries · AI detects patterns only
Emotional & Psychosocial Intelligence
👨‍👩‍👧
Her daughter Maria visits daily — or used to. No visits in 6 days, which is completely out of character. Eleanor hasn't mentioned why. She becomes visibly brighter when family is present. This absence is likely connected to her declining engagement.
Multiple staff entries · 19 shifts
🌸
Eleanor was a school librarian for 34 years. She loves to talk about books. CNA Rosa noted that a 10-minute conversation about a novel before her PT session increased her participation significantly on Day 11.
CNA R. Flores · Day 11
😔
She has mentioned her late husband Eduardo twice in the past week. Anniversary of his passing is in 3 days. Evening CNA noted she seemed tearful during last night's care.
Evening CNA A. Torres · Last shift
🌅
Eleanor does not like to be rushed in the morning. She prays quietly for 10-15 minutes after waking before she's ready for cares. Respecting this has made every morning interaction significantly smoother.
Day CNA · x12 shifts
Routine & Preference Intelligence
Decaf coffee, very hot, with two sugars, before any morning cares. Non-negotiable for her. The dietary team has it on her tray but it sometimes arrives lukewarm — she won't drink it cold.
Multiple staff · x8 shifts
🛁
Prefers shower on Tuesdays and Fridays, late morning around 10AM. Sponge bath otherwise. Does not want male aides for personal cares — this is a strong preference, not negotiable.
Eleanor directly · Day 1
AI Pattern Detection
⚠ Simultaneous Decline Pattern
Weight gain, therapy withdrawal, appetite loss, and mood decline are occurring simultaneously over a 5-day window. In CHF patients at this stage of stay, this combination precedes rehospitalization in the majority of similar cases reviewed.
👨‍👩‍👧 Family Engagement Drop
Family visit frequency dropped from daily to zero over 6 days. This is a significant departure from Eleanor's established pattern. Recommend staff initiate family contact today to understand what changed.
📅 Anniversary Alert
Staff notes reference husband's passing anniversary in 3 days. Emotional support need likely elevated this week. Consider social work check-in or chaplain visit if appropriate.
AI does not label Eleanor as depressed, predict noncompliance, or suggest medication changes. These patterns are flagged for clinical review — not clinical decision-making.
Documentation Gaps — AI Flagged
Bath scheduled at 6AM per care plan — Eleanor's documented preference is late morning. Care plan needs updating. This mismatch may be contributing to morning agitation.
? Unanswered: Has Eleanor eaten any of her meals today? No meal % documented since yesterday dinner.
📅 Daily Routine Intelligence
Built from 19 days of care observations
⚠ Care Plan Conflict: Bath time in care plan (6:00 AM) conflicts with Eleanor's documented preference (late morning ~10AM). AI flagged this inconsistency across 8 shift entries.
6:30 AM
Wake-up — Allow quiet prayer time
Do not begin cares for 10-15 minutes. She prays quietly. Respecting this sets a positive tone for the entire morning.
Preference
6:45 AM
Coffee — Very hot, 2 sugars, decaf
Check tray temperature before delivering. She won't drink it if lukewarm and will decline breakfast if her routine is off.
Critical pref.
8:00 AM
Medications with breakfast
Takes all meds with orange juice, not water. Has been consistent since Day 1.
Documented
10:00 AM
PT Session — Prep with conversation
CNA Rosa's note (Day 11): a brief book conversation before PT increased her participation significantly. Consider having someone chat with her for 5-10 min before therapy.
✦ AI: High impact
Tue / Fri
Shower — Late morning, female aide only
Strong preference. Do not schedule male aides for personal care. Sponge bath otherwise.
Non-negotiable
Evening
Family time — Usually Maria visits
No visits in 6 days — departure from norm. Something changed in family situation. Needs outreach today.
Follow up needed
🟡 Social Isolation Risk — Day 6
AI Pattern Detection
44 /100
Moderate Risk
Harold's physical recovery is tracking well — 84% PT participation, stable vitals, pain managed. The pattern that concerns the model is behavioral: family contact dropped from daily to zero after Day 2, and Harold has become progressively more withdrawn without mentioning it to staff. In post-surgical hip fracture patients, this type of emotional disengagement in Week 1 correlates with reduced therapy effort in Weeks 2 and 3, and extends average LOS by 3.7 days.
AI identified this behavioral pattern from staff notes and visit logs. Clinical and social assessment decisions belong entirely to the care team.
📅 30-Day Trend Overview
Admission → Today (Day 6)
Day 1 · Admit Day 6 · Today Day 10 Day 14 Day 18 · Target Day 21
Admitted post-ORIF
Son David visited Days 1–2
Family contact stopped
Today · Withdrawal noted
Target discharge
6-Day Stability Trends
Therapy Participation
84% this week
Strong and improving — physical recovery on track for discharge timeline.
Pain Level
4/10 managed
Pain decreasing steadily since admission. No PRN escalation needed.
Appetite / Meal %
75% avg
Stable and acceptable for post-surgical recovery stage.
Mood / Engagement
Declining
↓ Progressively more withdrawn since Day 3. Staying in room, not initiating conversation.
Family Visits
0 last 4 days
↓ Son visited Days 1–2 then stopped. Harold hasn't mentioned it or asked for the phone.
Weight
172.4 lbs
Stable. No concerning fluid shifts.
📊 7-Day Stability
Weight trendStable · 172.4 lbs
PT participation84% · Strong
Pain level4/10 · Managed
Appetite75% intake · Acceptable
Sleep qualityPoor last 3 nights
Skin integrityIntact
O2 saturation97–98% · Room air
👨‍👩‍👧 Family & Engagement
Last family visit5 days ago
Primary contactSon — David Mitchell
Visit patternDaily Days 1–2, then stopped
Activity participationDeclining · Staying in room
Mood trendQuiet, withdrawn this shift
🎯 Discharge Planning
TargetDay 18–21
Discharge toHome with HHA
Home safety assessmentPending
Lives withWife — limited mobility
Caregiver capacityWife cannot assist with transfers
✦ Human Intelligence — What the Team Knows About Harold
AI-ASSISTED · NOT AI-AUTHORED Staff entries · AI detects patterns only
Emotional & Psychosocial Intelligence
🔧
Harold was a master electrician for 40 years. He is proud and private — not used to needing help. Being dependent on staff for ADLs has been emotionally difficult. Approach with respect for his independence wherever possible.
Day RN K. Reynolds · Day 2
😔
His son David visited the first two days and then stopped. Harold has not mentioned this to staff, but two CNAs noted he seems to watch the door in the evenings. He has not asked for the phone.
Evening CNA · Days 4–6
📺
Loves baseball and the History Channel. Having the TV on with sports or history keeps him engaged and he'll often start talking. Silence makes him retreat inward.
CNA observation · Day 3
💪
PT therapist noted Harold responds better to goal framing than encouragement. "You need 10 more reps to get back to your shop" works better than "you're doing great." Tap into his sense of purpose.
PT S. Nakamura · Day 5
Routine & Preference Intelligence
📻
Wants the morning news on at 7AM — this is how he orients to the day. Skipping it puts him in a worse mood for morning cares. Takes meds with black coffee, no substitutes.
CNA observation · Days 3–5
🚿
Prefers shower over sponge bath and gets agitated if it feels "rushed." Allows 30 minutes and doesn't want staff hovering. Give him the washcloth for the parts he can manage himself.
Day CNA · Days 2 and 4
AI Pattern Detection
👨‍👩‍👧 Family Disengagement
Family contact dropped sharply after Day 2. Combined with Harold's quiet demeanor and not asking for the phone, this suggests possible family stress or conflict. Proactive family outreach recommended before this affects rehab motivation in Week 2.
✓ PT Progress Strong
Physical recovery is on track. Emotional state is the primary risk factor right now — not clinical status. If motivation holds, discharge timeline is achievable.
AI has not labeled Harold as depressed or predicted family conflict. These observations are from staff notes — AI surfaced the pattern for clinical team awareness only.
Documentation Gaps — AI Flagged
? Unanswered: Home safety assessment was due Day 5 per care plan — not yet documented. Wife's ability to assist with transfers not formally assessed.
📅 Daily Routine Intelligence
Built from 6 days of care observations
7:00 AM
Morning news — on before cares begin
Harold orients to the day through the news. Starting cares before the TV is on puts him in a worse mood. Takes about 2 minutes and matters a lot.
Preference
7:30 AM
Coffee — black, no substitutes
Takes morning meds with coffee. Will refuse decaf or tea. This is consistent and non-negotiable.
Critical pref.
9:00 AM
PT Session — frame as goal, not support
"You need 10 more reps to get back to your shop" consistently outperforms general encouragement. He responds to purpose, not praise.
✦ AI: High impact
Shower
Allow independence for manageable tasks
Give him the washcloth for what he can do himself. Hovering triggers frustration. The sense of control matters to him clinically as well as emotionally.
Documented
Evening
Sports or history on TV — primary engagement tool
Harold will start talking during a baseball game or documentary. Silence makes him retreat. This is the best window for informal check-ins on his emotional state.
✦ AI: Engagement window
71%
Avg successful episode rate
↑ 4pts vs last month
3
Residents: declining trend
Early intervention window
2
30-day readmissions (month)
↑ 1 vs prior month
4
Discharges planned
Next 7 days
📊 Activity Participation — Wing Average
30-DAY TREND
Physical Therapy
68%
Occupational Therapy
74%
Group Activities
41%
Meals in Dining Room
59%
Family Engagement
48%
✦ AI Floor-Level Patterns
THIS WEEK
⚠ Group Activity Decline
Group activity participation dropped 18 points this month across the wing. 3 residents showing simultaneous withdrawal. May indicate social environment or programming issue — not just individual decline.
👨‍👩‍👧 Family Engagement Below Baseline
Family visit frequency down wing-wide. Visiting hours policy changed 3 weeks ago. Pattern timing correlates. Recommend reviewing impact of new policy on resident engagement outcomes.
✓ Skin Integrity Excellent
Zero pressure ulcer development this month. Turning schedule compliance is at 94%. Continue current protocol.
Floor-level patterns are surfaced for care team and leadership review. AI does not prescribe interventions or assess individual residents without staff documentation.
43
Episode day
of 90 · On track
7
Home visits completed
1 missed · Day 41
74%
Episode success probability
↑ from 68% at Day 21
2
Active concern flags
Caregiver + medication
👩 Caregiver Stress Tracker
AI PATTERN
Caregiver Stress Level — Dorothy's daughter Linda
Moderate-High · Increasing over 3 visits
⚠ Caregiver Burnout Pattern
Clinician notes from visits 5, 6, and 7 all reference Linda appearing fatigued, rushed, and mentioning she "can't keep doing this." Progressive caregiver stress increases patient medication non-adherence risk and readmission risk. Recommend caregiver support conversation this visit.
🏠 Home Environment Notes
Fall hazardsThrow rug in bathroom — flagged Visit 2
Grab barsInstalled Day 26 ✓
Medication storageDisorganized — 3 visits noted
Food in homeLimited fresh food · Fixed income
Temp / safetyAdequate
Emergency contactsLinda (daughter) · 720-555-0184
📋 Visit Log — Last 7 Visits
Day 41 · Feb 17
⚠ MISSED VISIT
No contact
Patient did not answer door. Attempted contact x2. Clinician flagged in system. Follow-up required today.
Day 39 · Feb 15
R. Nguyen, RN
Concerns noted
Dorothy taking COPD inhaler "when she remembers." Linda appeared exhausted — mentioned she can't keep doing this. Medication adherence education provided.
✦ AI: Repeat pattern — 3rd visit with medication confusion note
Day 36 · Feb 12
R. Nguyen, RN
Stable visit
Wound healing well. PT progressing — ambulating 140ft with walker. O2 sat 97% at rest. Linda seemed stressed but engaged.
Day 32 · Feb 8
M. Torres, PT
Good session
Functional progress on track. Dorothy motivated. Set 150ft walking goal for next session.
✦ Human Intelligence — Dorothy at Home
7 VISITS · RELATIONAL CONTEXT
What Clinicians Have Observed
🌺
Dorothy keeps her home meticulously tidy. On Visit 4, clinician noted the kitchen was unusually disorganized and Dorothy seemed embarrassed. May signal she's struggling more than she's letting on.
RN R. Nguyen · Visit 4
💊
Medications are spread across three locations in the home — no organized system. COPD inhaler found in a kitchen drawer on Visit 6. She needs a pill organizer and a consistent location, especially with Linda's attention divided.
Multiple visits · Repeated concern
🥗
Refrigerator contents are limited. Dorothy mentioned she's "watching her spending." Fixed income plus daughter's time constraints may mean meals are being skipped. Appetite issues noted at SNF may be continuing at home.
RN · Visit 5
AI Pattern Detection
⚠ Compounding Risk — Three Factors
Medication non-adherence, caregiver burnout, and food insecurity indicators are appearing together across visits 5-7. Individually manageable — combined, they significantly increase readmission risk before Day 60.
💊 Medication Confusion — Repeated 3 Visits
COPD inhaler adherence issue has been documented in visits 5, 6, and 7. Education alone is not working. May need structural intervention — medication organizer, phone reminder setup, or simplified regimen discussion with PCP.
AI identifies repeated documentation patterns across visits. All clinical decisions and interventions are the responsibility of the visiting clinician and supervising physician.
HOME_HEALTH_END-->
🟡 Therapy Refusal Risk — Day 31
AI Pattern Detection
54 /100
Moderate Risk
Therapy refusal rate has increased from 8% in Week 1 to 41% in the past 7 days. Pattern suggests motivational disengagement, possibly compounded by speech therapy frustration related to dysphagia management. Stroke patients with this refusal trajectory have a 2.3× higher likelihood of delayed discharge.
AI identified this pattern. Clinical assessment and intervention decision belong entirely to the care team and physician.
📅 30-Day Trend Overview
Admission → Today (Day 31)
Day 1 · Admit Day 7 Day 14 Day 21 Day 31 · Today Day 38 · Target
Admitted post-CVA
Strong therapy engagement
First therapy refusals
Family visit frequency ↓
Today · Refusal rate 41%
Discharge target
7–30 Day Stability Trends
Therapy Participation
59% this week
↓ Refusal rate rose from 8% → 41% over 3 weeks. Motivational intervention needed.
Speech Therapy Progress
Improving
Swallow function improving steadily despite participation challenges.
Family Visits
1 this week
↓ Visits dropped from 4/week to 1/week since Day 18. Family disengagement correlates with therapy refusals.
FIM Score
68 / 126
Functional independence improving — up from 48 at admission. Discharge target is 78.
📊 7-Day Stability
Weight trendStable · 136.2 lbs
Therapy participation↓ 59% — refusal rate rising
Pain level2/10 · Well managed
Swallow functionImproving — still nectar-thick
Appetite65% intake — frustration at meals
O2 saturation98–99% · Room air
FIM score68/126 · Up from 48 at admit
👨‍👩‍👧 Family & Engagement
Last family visit4 days ago
Primary contactDaughter — Rosa Santiago
Visit pattern4/week → 1/week since Day 18
Engagement trigger89% participation on contact days
Mood trendFrustrated at meals, tearful in ST
🎯 Discharge Planning
TargetDay 38
Discharge toHome with HHA
Lives withDaughter Rosa
Home safetyAssessment pending
Diet plan at dischargeNectar-thick — HHA must be trained
✦ Human Intelligence — What the Team Knows About Carmen
AI-ASSISTED · NOT AI-AUTHORED Staff entries · AI detects patterns only
Emotional & Psychosocial Intelligence
🍽
Carmen says she "used to love cooking and eating" and finds nectar-thick liquids humiliating. Speech therapy sessions cause visible emotional distress, and she sometimes cries. Reframing the goal — "getting back to Rosa's tamales" — has helped slightly.
SLP M. Torres · Day 28
💃
Carmen was a community center dance instructor for 22 years. She taught salsa and merengue and still lights up when music comes on. Playing familiar music during PT has noticeably improved her participation.
PT M. Okafor · Day 24
📞
Daughter Rosa works two jobs and hasn't been able to visit regularly since Day 18. She didn't realize the therapy refusals were this frequent. After a video call with Rosa on Day 30, Carmen participated fully in PT the next morning — her best session in two weeks.
Day RN K. Reynolds · Day 30
🙏
Carmen is deeply religious and finds comfort in prayer, particularly in Spanish. The chaplain's Spanish-language visit on Day 22 visibly lifted her spirits for the following two days. Recommend scheduling regular visits.
Chaplain C. Rivera · Day 22
Routine & Preference Intelligence
🎵
Responds strongly to familiar Latin music — salsa especially. Playing music during therapy or morning cares meaningfully improves her engagement. Staff have a shared playlist now.
Multiple staff · Days 24–31
🌺
Prefers female aides for personal cares. Mornings are better if given time to pray quietly before cares begin — similar to other patients, this sets a positive tone for the whole morning.
Carmen directly · Day 2
AI Pattern Detection
📞 Family Contact Correlation
Therapy refusal pattern correlates strongly with days following no family contact (r = 0.81). On days with family visit or call, participation rate averages 89%. On days without, it drops to 34%. Formalizing a family contact schedule in the care plan is the highest-leverage intervention available.
🍽 Meal Distress Pattern
Appetite is lowest on days following speech therapy sessions. The emotional response to dysphagia management appears to suppress appetite at subsequent meals. Consider adjusting meal timing relative to ST sessions.
AI does not label Carmen as depressed or non-compliant. These patterns are surfaced for clinical and social work review — not clinical decision-making.
Documentation Gaps — AI Flagged
? Unanswered: Home safety assessment not yet documented. Rosa's home setup has not been evaluated for post-stroke patient with dysphagia — HHA dysphagia training status unknown.
📅 Daily Routine Intelligence
Built from 31 days of care observations
7:00 AM
Quiet prayer time before cares
Carmen prays in Spanish for 10–15 minutes after waking. Starting cares before she finishes creates agitation. Respecting this consistently leads to a more cooperative morning.
Preference
8:30 AM
Breakfast — emotional context matters
Nectar-thick liquids cause distress. Sitting with her during breakfast and keeping conversation positive reduces refusal. Do not schedule ST immediately after breakfast.
High sensitivity
9:30 AM
PT — play music, frame as dancing again
"Your goal is getting back on the dance floor" consistently outperforms general encouragement. Playing salsa during warm-up meaningfully improves participation.
✦ AI: High impact
Afternoon
Family call or visit — highest engagement window
Rosa works mornings. Scheduling any call or video visit in the afternoon window produces the strongest next-day therapy participation. Coordinate with family to protect this time.
✦ AI: Critical lever
Personal care
Female aides only
Strong preference — not negotiable. Carmen stated this clearly on Day 2 and has not wavered.
Non-negotiable
🟢 Discharge Readiness — Day 9
AI Pattern Detection
88 /100
On Track
Alice is one of the strongest recovery trajectories on the wing right now. PT participation is consistently above 90%, pain is well-managed, and her daughter visits daily and is actively engaged in discharge planning. The model flags no clinical concerns — her Day 14 discharge target is realistic and well-supported. The only item worth monitoring is stair tolerance before she goes home to a two-story house.
AI identified this trajectory from PT notes, vital trends, and engagement patterns. Clinical discharge decision belongs entirely to Dr. Santos and the care team.
📅 30-Day Trend Overview
Admission → Today (Day 9)
Day 1 · Admit Day 3 Day 9 · Today Day 14 · Target Day 21 Day 30
Post-op admit
First full PT session
Stairs cleared
Today · On track
Discharge target
9-Day Stability Trends
Therapy Participation
93% this week
Strong and improving — consistently above protocol expectations.
Pain Level
3/10 managed
Steadily decreasing since Day 1. PRN meds use minimal.
Appetite / Meal %
90% avg
Excellent appetite — daughter sometimes brings home cooking.
Mood / Engagement
High
Consistently positive — motivated and goal-oriented throughout stay.
Family Visits
Daily
Daughter visits every afternoon — strong support system in place.
ROM / Knee Flexion
95° today
ROM improving steadily. Discharge target is 100° — within reach by Day 14.
📊 7-Day Stability
Weight trendStable · 148.6 lbs
PT participation93% · Excellent
Pain level3/10 · Well managed
Appetite90% intake · Strong
Sleep qualityReported good
Wound siteClean, dry, intact
ROM · Knee flexion95° · Target 100°
👨‍👩‍👧 Family & Engagement
Last family visitYesterday afternoon
Primary contactDaughter — Grace Park
Visit patternDaily — consistent
Mood trendPositive, motivated
Discharge confidencePatient and family ready
🎯 Discharge Planning
TargetDay 14
Discharge toHome with daughter
Home setup2-story house
StairsCleared but needs monitoring
Outpatient PTScheduled · 3x/week
✦ Human Intelligence — What the Team Knows About Alice
AI-ASSISTED · NOT AI-AUTHORED Staff entries · AI detects patterns only
Emotional & Psychosocial Intelligence
🌸
Alice is a retired elementary school principal and brings that same organized, goal-oriented energy to her recovery. She tracks her own ROM numbers on a notepad. The care team finds this endearing — and it also means she'll tell you if she thinks she can do more.
PT J. Hernandez · Day 2
🚶
Alice started asking for an early morning hall walk on Day 4 before PT. Staff noticed her afternoon PT sessions are consistently better on days when she walks in the morning — she said it "warms up the engine." It's now built into her schedule.
Day CNA · Days 4–9
👩‍👧
Daughter Grace is exceptional — comes every day at 2PM with Korean food from home. Alice eats better on Grace's visit days. Grace has already researched outpatient PT options and printed a schedule. This family is ready.
Multiple staff · x8 shifts
Routine & Preference Intelligence
🌅
Early riser — up by 6AM, wants cares done before 7:30 so she can do her hall walk before breakfast. Delaying her morning routine puts her in a noticeably worse mood for the day.
Day CNA · x7 shifts
📋
Likes to be told exactly what the PT plan is before the session starts. Don't just start — explain it. She does better when she understands the goal of each exercise and can track her progress against it.
PT J. Hernandez · Day 3
AI Pattern Detection
✓ Optimal Recovery Pattern
Morning walk → afternoon PT sequence is producing above-average ROM gains. Alice's self-monitoring behavior is a protective factor — she is more likely to report pain honestly and push herself appropriately. No behavioral flags.
🏠 Stairs Monitoring
Alice lives in a 2-story home. Stair tolerance has been cleared but should be re-confirmed within 2 days of discharge. Grace should be briefed on post-discharge stair protocol and when to call the physician.
AI has not flagged any clinical concerns. Monitoring continues through discharge.
Documentation Gaps — AI Flagged
ℹ Note: Outpatient PT confirmation scheduled — verify insurance pre-authorization is complete before Day 14 discharge. Grace Park indicated she would handle this.
📅 Daily Routine Intelligence
Built from 9 days of care observations
6:00 AM
Wake-up — cares done by 7:30
Alice is up early and wants to be done before her morning walk. Running behind on morning cares throws her whole day off. She won't say anything but staff have noticed.
Preference
7:30 AM
Morning hall walk — before breakfast
Self-initiated on Day 4. Consistently improves afternoon PT performance. Now scheduled daily. About 200 feet down the hall and back — she tracks the distance herself.
✦ AI: High impact
1:30 PM
PT — brief the plan first
Start every session by explaining the goal and what each exercise accomplishes. Alice tracks her own numbers and performs better when she understands the "why" behind each activity.
✦ AI: High impact
2:00 PM
Grace visits — best engagement window
Daughter Grace arrives daily at 2PM with home-cooked food. Alice eats more on these days. Grace is deeply involved in discharge planning — a significant asset for a successful home transition.
Documented
🔵 Early Stay — Baseline Building
AI Pattern Detection
N/A Too early
Learning Phase
Raymond was admitted yesterday following an acute COPD exacerbation requiring ER intervention. He is medically stable on 2L O2 at rest with bronchodilator therapy underway. The model does not generate a risk score until Day 3 when baseline patterns are established. Right now the priority is comfort orientation, family introduction, and beginning to understand his preferences, routines, and what motivates him in therapy.
AI will generate pattern-based insights beginning Day 3. Current notes are observational only — the care team should focus on building trust and gathering preference data today.
📅 30-Day Trend Overview
Admission → Today (Day 2)
Day 1 · Admit Day 2 · Today Day 7 Day 14 Day 21 · Est. target Day 30
Admitted post-ER
Today · Stabilizing
Est. discharge target
2-Day Baseline (Limited Data)
O2 Saturation
94% on 2L
Improving since admission. Target is 95%+ on 2L at rest.
Respiratory Rate
18 breaths/min
Normalizing. Was 26 on admit — trending toward baseline.
Appetite / Meal %
55% yesterday
Low — typical for new admits and post-exacerbation. Monitor trend over next 3 days.
Mood / Engagement
building baseline
Not enough data yet. First full shift observations coming today.
Family Visits
Today
Family meeting scheduled today. Baseline being established.
Weight
181.2 lbs
Admission weight. Trending will begin Day 3.
📊 Current Stability
O2 saturation94% on 2L NC
Respiratory rate18 · Normalizing
BronchodilatorResponding well
Appetite55% — low but expected
AmbulationLimited — activity tolerance low
SleepDisrupted first night — normal
Skin integrityIntact
👨‍👩‍👧 Family & Engagement
Family meetingScheduled today
Primary contactWife — Abena Osei
Visit patternNot yet established
Preferences knownMinimal — Day 2
MoodQuiet — adjusting to facility
🎯 Discharge Planning
Estimated targetDay 18–21
Discharge toHome with wife
Home safetyNot yet assessed
Pulm follow-upNeeds scheduling
O2 at homeNeeds evaluation
✦ Human Intelligence — What the Team Is Learning About Raymond
EARLY DATA · 2 SHIFTS Staff entries · patterns build over time
Early Observations
🤝
Raymond was polite but quiet on admission. He answered all intake questions but offered little beyond what was asked. The admitting nurse noted he seemed reserved rather than distressed — possibly just private, or adjusting to a new environment. Follow up today.
Admitting RN · Day 1
🌍
Family told intake coordinator Raymond emigrated from Ghana in 1988 and worked as an electrical engineer for 30 years before retiring last year. He was very active — golfed twice a week and volunteered at his church. The COPD diagnosis was recent and has been an adjustment.
Intake coordinator · Day 1 via family
📋
Raymond's wife Abena mentioned he prefers to understand his treatment fully before agreeing to it. He may ask many questions — this is engagement, not resistance. Take time to explain each step of his COPD management plan.
Abena Osei · Family meeting Day 2
What We Still Need to Learn
Morning vs. evening preference, food preferences, daily routine at home, what motivates him in therapy, and whether there are cultural or spiritual considerations the team should know about. Ask today — don't wait for patterns to emerge.
ContinuIQ prompt · Day 2
AI Pattern Detection
ℹ Baseline Building
No patterns yet — Day 2 data is insufficient for trend analysis. AI will begin generating behavioral and clinical insights starting Day 3. Check back then.
The most important thing the team can do today is gather preference information before patterns form. Early intake quality predicts care plan accuracy through the entire stay.
Documentation Gaps — AI Flagged
Home O2 equipment needs evaluation — patient currently on 2L NC at rest but no assessment of home O2 needs or equipment has been initiated.
? Unanswered: Does Raymond have an advance directive on file? Not documented on admit paperwork.
📅 Daily Routine Intelligence
Early — built from 2 shifts · will grow over time
Raymond was admitted yesterday. The care team is still learning his preferences and routines. The entries below reflect what is known so far — staff should actively add to this during today's shifts.
Morning
Explain care plan before beginning
Wife confirmed Raymond prefers to understand treatment fully before it starts. Brief him on the day's plan — what meds, what therapy, what the goals are. He will engage better when informed.
Family-reported
Today
Family meeting — preference intake priority
Use the family meeting to gather morning/evening preferences, food preferences, home routine, and motivational factors. The sooner this is in the care plan the better the full stay will go.
✦ AI: High priority today
Activity
Formerly very active — set a return goal
Raymond golfed twice a week and was highly active before COPD diagnosis. Framing therapy as "getting back to the golf course" may be powerful — confirm with him today whether this is the right motivational frame.
✦ AI: Pending confirmation
🟢 Comfort & Stability — Day 14
AI Pattern Detection
72 /100
Stable — Goal-Aligned
Patricia's care goals are comfort-focused given her age and dual cardiac-pulmonary diagnosis. She is stable on her current regimen, participates in modified PT at her own pace, and has been clear with the team about her priorities. The score reflects clinical stability relative to her goals, not against a typical discharge trajectory. Her Day 21 discharge plan to her daughter's home is well-supported.
AI interprets Patricia's clinical data in the context of her documented comfort care goals. Any deviation from that framework belongs to the clinical team and Patricia herself.
📅 30-Day Trend Overview
Admission → Today (Day 14)
Day 1 · Admit Day 5 Day 10 Day 14 · Today Day 21 · Target Day 30
Admitted COPD/CHF
Comfort goals confirmed
Stable on current regimen
Today · Steady
Discharge target
14-Day Stability Trends
O2 Saturation
93% on 2L
Steady and consistent. Slight improvement over the stay.
Therapy Participation
Modified
Consistent participation at modified intensity per comfort goals. Not pushing for maximum — appropriate given care framework.
Appetite / Meal %
65% avg
Mildly low but consistent. Typical for COPD/CHF complex. Small frequent meals working better than standard meal trays.
Mood / Engagement
Content
Consistently content and occasionally humorous with staff. Her comfort and peace of mind appear well-maintained.
Family Visits
4–5/week
Daughter Mary visits most weekday afternoons. Strong consistent support.
Weight / Fluid
Stable
No fluid retention changes. Diuretic regimen working appropriately.
📊 7-Day Stability
O2 saturation93% on 2L · Consistent
Weight trendStable · no fluid shifts
PT participationModified · comfort-paced
Appetite65% · small meals preferred
SleepReported comfortable
Pain level1–2/10 · Minimal
Dyspnea at restMild · controlled on 2L
👨‍👩‍👧 Family & Engagement
Last family visitYesterday
Primary contactDaughter — Mary Walsh-Connell
Visit pattern4–5x/week · consistent
Mood trendContent, occasionally funny
Discharge confidenceBoth patient and daughter ready
🎯 Discharge Planning
TargetDay 21
Discharge toDaughter Mary's home
Home O2Concentrator order pending
Home safetyMary's home assessed · cleared
Advance directiveDNR/DNI on file · confirmed
✦ Human Intelligence — What the Team Knows About Patricia
AI-ASSISTED · NOT AI-AUTHORED Staff entries · AI detects patterns only
Emotional & Psychosocial Intelligence
😄
Patricia is quietly funny — dry humor, sharp wit. Staff have learned to expect a comeback. She told one CNA "I've been getting dressed for 88 years, I think I know how pants work." Lean into it — she responds much better to staff who laugh with her than those who treat her as fragile.
Multiple staff · x10 shifts
📺
Watches her programs every day from 9 to 11AM and again at 7PM — do not schedule anything during these windows without asking first. She has been clear that this is her time. Respecting it has made every other care interaction smoother.
Patricia directly · Day 1
Patricia is a lifelong Catholic and attends Mass via TV on Sunday mornings. Sunday is her most peaceful day. She has mentioned her priest by name twice and asked whether the chaplain could stop by — this has been requested but not yet scheduled.
Evening CNA · Days 7 and 10
🌹
Widowed 11 years ago after 54 years of marriage. She speaks warmly about her husband when given the chance. She is at peace with her age and her health — she has told two nurses "I've had a good life." Staff should follow her lead and not project grief onto a woman who has made her peace.
Day RN · Days 8 and 12
Routine & Preference Intelligence
🍵
Tea, not coffee — always with milk and one sugar. Has the same cup every morning and evening. This is her anchor. Dietary has it on her standing order. Getting the temperature right matters to her.
Patricia directly · Day 1 · confirmed x14 shifts
🌸
Small frequent meals work better than the standard tray schedule. She cannot eat a full meal in one sitting due to dyspnea, but snacks between meals well. Dietary has been notified — confirm this is being followed consistently.
Day RN · Day 4
AI Pattern Detection
✓ Comfort Goals Well-Aligned
Patricia's clinical stability, family engagement, and emotional pattern are all consistent with her stated comfort care goals. No concerning behavioral deviations detected. The care team is doing well — stay the course.
📺 Schedule Conflict Risk
Morning program window (9–11AM) conflicts with the standard PT scheduling block. If PT is booked during this time without checking with Patricia first, it will likely generate a refusal that looks like non-compliance but is actually a boundary being crossed. Coordinate scheduling with her directly.
AI interprets all data in the context of Patricia's documented comfort care goals, not against a standard recovery trajectory.
Documentation Gaps — AI Flagged
Chaplain visit requested by patient on Day 7 and Day 10 — not yet scheduled. This is a documented comfort care need that remains unmet.
? Unanswered: Home O2 concentrator order pending — confirm equipment delivery is scheduled before Day 21 discharge.
📅 Daily Routine Intelligence
Built from 14 days of care observations
Morning
Tea first — always
Tea with milk and one sugar before anything else. This is her morning anchor. Getting the temperature right matters — she notices. Dietary has a standing order but it should be checked daily.
Critical pref.
9–11 AM
TV programs — do not schedule during this window
Patricia watches her shows every morning. Scheduling care or PT during this window without asking first will generate a refusal. Ask her first — she will often agree to a brief interruption if you give her a choice.
Non-negotiable
11:30 AM
PT — modified, comfort-paced
Patricia participates consistently when not rushed and when the session is framed around how she feels that day, not a fixed protocol. She knows her body well. Let her set the pace.
Documented
Meals
Small frequent meals — not standard trays
Cannot finish a full meal due to dyspnea. Four to five small offerings throughout the day works much better than three meals. Confirm dietary is following this consistently.
✦ AI: Care plan note
Sunday AM
TV Mass — her most peaceful morning
Catholic — attends Mass via TV on Sunday. This is spiritually important to her. Staff who acknowledge this have built noticeably better rapport.
Preference
7 PM
Evening programs — then tea
Evening TV from 7PM, followed by her evening tea. Finishing the day this way is important to her. Evening cares should wrap up before 7PM wherever possible.
Preference
⏰ Cognitive Window — When Dorothy Is Most Reachable
STAFF-DOCUMENTED · 8 SHIFTS
🌅
Best Window
7:00 – 10:00 AM
Alert, responsive, often knows her name and son's name. Best time for care, PT, and meaningful conversation.
☀️
Proceed with Care
10:00 AM – 3:00 PM
Variable. Some days clear, some confused. Follow her lead. Don't rush. Watch for fatigue signals.
🌆
Sundowning Window
3:00 PM – Bedtime
Confusion increases significantly. May not recognize staff. Elopement risk highest. Minimize new stimuli. Familiar music helps.
✦ AI note: Sundowning onset has been documented between 3:00–3:30 PM across 6 of 8 shifts. Schedule all PT, assessments, and non-urgent cares before 2:30 PM when possible. Evening team — expect elevated agitation and prepare accordingly.
💬 Communication Guide — What the Team Has Learned
Built from 8 shifts · RN + CNA entries
✓ WHAT WORKS
🙏
Use her first name, speak slowly, make eye contact first
Always say "Dorothy Mae" — not just Dorothy. Pause at the door, make eye contact, and wait for her to look at you before speaking. She responds much better when she feels seen before being spoken to.
Multiple staff · x8 shifts
Enter her reality — do not correct her
She sometimes believes she is at her church, at her childhood home, or that her late husband Robert is coming to visit. Do not correct or argue. Instead, enter her world: "That sounds lovely — what was your church like?" Then gently redirect. Correction causes distress; curiosity creates connection.
Day RN K. Reynolds · Day 3
🎵
Gospel music is a reliable anchor — especially in sundowning
Son James confirmed she sang in her church choir for 50 years. Playing gospel or hymns (particularly "Amazing Grace") visibly calms her during agitation. The evening CNA has been using a small Bluetooth speaker — keep it at the nurses' station for 3PM handoff.
James Simmons (son) · Day 1 + Evening CNA · x4 shifts
🤲
Announce every touch before it happens
"Dorothy Mae, I'm going to touch your hand now." Wait one beat. Then proceed. Unannounced touch — even gentle — startles her and can trigger striking out. This is not aggression; it is fear. The announcement prevents it almost every time.
CNA A. Vega · Day 2 · Reinforced x6 shifts
🍪
Oatmeal cookies as a trust bridge
She lights up when offered an oatmeal cookie. Son James brings them on Sundays. The dietary team approved plain oatmeal cookies as a snack. CNA Rosa has used them successfully to redirect her from the door during elopement-risk moments. Keep some at the nurses' station.
CNA R. Flores · Day 5 + James Simmons
✗ WHAT DOES NOT WORK — AVOID THESE
Do not say "Don't you remember?"
This phrase causes immediate visible distress. She knows something is wrong with her memory and this phrase surfaces that awareness painfully. Night staff documented a 45-minute agitation episode after a well-meaning aide used this phrase on Day 4.
Night RN T. Martinez · Day 4 · Critical note
Do not rush her or move quickly around her
Fast movement in her peripheral vision triggers panic. She grabs for things — rails, staff arms, IV lines. Walk slowly when entering her room and moving around her bed. Give her time to track where you are.
Multiple staff · x5 shifts
Do not reorient with the date or year
Telling her "It's 2026" or "You're in a nursing facility" causes confusion and grief. She processes this information fresh each time, and it is painful each time. Orienting her to feeling safe is more effective than orienting her to facts.
Day RN · Day 6
Do not have multiple staff in the room at once during cares
More than one unfamiliar face during cares overwhelms her. One consistent person is exponentially more effective. If two staff are needed for a lift or transfer, have one person she recognizes lead and the second stay quiet and peripheral.
OT M. Walsh · Day 7
🔍 Reading Dorothy's Behavior
When she can't say it — she shows it
Pulling at clothing or linens
Usually means pain, discomfort, or needing toileting — not agitation
Check comfort, offer pain scale card, offer toilet
Calling out "Robert" or "Mama"
Seeking comfort and safety — not confusion about reality
Sit beside her, speak softly. "He loves you. You're safe."
Walking toward the door repeatedly
Elopement risk + likely needing something: bathroom, hunger, fear
Redirect with cookie, music, or purposeful activity ("help me with this")
Humming or singing
She is calm and content — this is her baseline positive state
Join in if you know the song. This is a great moment for cares.
Refusing food, turning head away
May not recognize food, may be in pain, or simply not ready
Wait 10 minutes, try a familiar food first (oatmeal), small portions
Sudden stillness, wide eyes
Fear response — she is frightened and has frozen
Stop all movement. Speak her name softly. Do not touch until she responds.
🛡 Safety Considerations
Elopement riskHIGH — wander guard in place
Bed alarmON — verify each entry
Fall riskHIGH (Score 16) · hip fracture
RestraintsNone — per family/POA wishes
Swallow safetyNectar thick liquids only — watch carefully
SkinIntact — Q2H turns maintained
POA / decision-makerSon James · 720-555-0142
📖 Dorothy's Life Story — Context for Connection
Provided by son James at admission. This context helps staff connect, redirect, and comfort in moments when clinical approaches alone are insufficient.
👩‍🍳
Raised six children in Birmingham, Alabama. Cooking was her love language — she made Sunday dinner for her whole extended family every week for 40 years. Talking about food or cooking can reach her when nothing else does. redirect: cooking
Sang soprano in First Baptist Church choir for 50 years. Faith is foundational to her identity — not a memory but a felt experience that persists deeply even as other memories fade. Gospel music, prayer language, and religious imagery still reach her. redirect: church / music
💍
Married to Robert for 61 years. He passed 4 years ago. She sometimes speaks of him as if he is still living. Her son James says this gives her comfort and asks staff not to correct her about Robert. She wears her wedding ring — please do not remove it. redirect: Robert
🌸
Grew roses in her garden for 30 years. Her son says showing her photos of roses or flowers, or having fresh flowers in her room, reliably improves her mood. There is a small vase on her windowsill — keep it filled. redirect: garden / flowers
👦
Son James visits every Sunday and Wednesday. He brings oatmeal cookies. Her face transforms when he arrives — she may not always know his name in the moment but she knows she loves him. He is her most consistent anchor.
🎓
Worked as a seamstress and alterations specialist until age 72. Takes pride in her appearance — she notices and cares about what she is wearing. Involving her in choosing her clothes for the day (even offering two options) gives her a sense of agency and dignity.
✦ AI Pattern Detection — Cognitive & Behavioral
PATTERN ONLY · NOT DIAGNOSIS AI does not label, predict, or document behavior autonomously
Behavioral Patterns — 8 Shifts
✓ Morning Cooperation Pattern
Staff documentation shows successful care completion rate of 91% when cares are initiated between 7–9AM. Rate drops to 54% when cares are attempted after 2PM. Morning window is highly reliable.
⏰ Sundowning Onset Consistent — 3:00–3:30PM
Agitation, elopement attempts, and unrecognition of staff cluster between 3:00–3:30PM in 6 of 8 shifts. Evening staff should be briefed and gospel music queued by 2:45PM as a preventive measure.
🍽 Appetite Declining — Days 6–8
Meal intake has dropped from 75% average (Days 1–5) to 45% average (Days 6–8). This may reflect fatigue, pain, or confusion at mealtimes. Recommend speech therapy evaluation and family-style meal approach.
What AI Does NOT Do Here
🚫 Does not assign a behavioral risk score to Dorothy
🚫 Does not auto-document her mood or emotional state
🚫 Does not predict aggression or label her behavior
🚫 Does not suggest medication changes or PRN use
🚫 Does not share her cognitive profile outside her care team without authorization
✦ The Goal
"AI that preserves the humanity of caregiving — not replaces it. Dorothy Mae Simmons is a person with a 88-year story, a faith, a family, a garden, and a voice that still sings even when words fail. This tool exists to make sure the next caregiver who walks through her door knows that."
🏥 Shared Surgical Context
Facility: Boulder Community Health · Orthopedic Unit
Procedure: Total Right Knee Arthroplasty (TKA)
Surgeon: Dr. Patricia Mendez
Discharge date: Feb 19, 2026
DRG 470 — identical on paper
A
Margaret S., 87F
TKA · Discharge Feb 19 · Complex profile
COPD Type 2 Diabetes Early Cognitive Decline Assisted Living
Age87 years
Living situationAssisted Living
24-hr staff available
CaregiverDaughter (2× wk visits)
Not primary caregiver
Pre-op ADLsModerate assist (3 of 6)
ComorbiditiesCOPD · DM2 · HTN
Early MCI (CDR 0.5)
Medications14 active meds
Metformin, Spiriva, Aricept
FIM at discharge68/126
Complexity Profile
Medical complexity
High
Social support
Mod
Cognitive risk
High
Therapy tolerance
Mod
Discharge env. safety
OK
Same
DRG
470
VS
Same
surgeon
+ OR
B
Robert K., 80M
TKA · Discharge Feb 19 · Typical profile
Hypertension Hyperlipidemia Lives with spouse Fully independent
Age80 years
Living situationHome with spouse
Wife is active caregiver
CaregiverSpouse (full-time)
Lives in home, highly capable
Pre-op ADLsIndependent (6 of 6)
ComorbiditiesHTN · Hyperlipidemia
Both managed with meds
Medications5 active meds
Lisinopril, Atorvastatin
FIM at discharge104/126
Complexity Profile
Medical complexity
Low
Social support
High
Cognitive risk
Low
Therapy tolerance
High
Discharge env. safety
High
✦ AI Reasoning · Margaret
FULL EPISODE IN CONTEXT
COPD, Type 2 Diabetes, and early MCI are each independently associated with extended post-acute stays and elevated readmission risk. Together, they create a compounding profile. Respiratory tolerance will limit therapy intensity — Margaret cannot sustain the standard 60+ min/day PT/OT cadence without risk of COPD exacerbation, so a slower progression paced to O2 sat and perceived exertion is indicated. Diabetes complicates wound healing and increases infection risk at the surgical site, requiring daily monitoring that her Assisted Living can provide but a home health agency may not visit frequently enough to catch. The early cognitive decline (CDR 0.5) means care instructions must be simplified, routines kept consistent, and family communication prioritized — her daughter is a key information bridge but is not a daily caregiver. Recommended: SNF admission for skilled care, target 14–21 days, with warm handoff protocol to AL memory support team at discharge.
✦ AI Reasoning · Robert
FULL EPISODE IN CONTEXT
Robert presents a straightforward post-acute profile. Hypertension and hyperlipidemia are both medically managed and do not significantly complicate TKA recovery. Full pre-op ADL independence at 80 is a strong predictor of return-to-baseline function within 45 days. The presence of a capable, full-time spousal caregiver at home substantially reduces readmission risk — research consistently shows that caregiver presence is one of the strongest protective factors in post-surgical orthopedic recovery. His FIM of 104 at discharge indicates near-normal functional baseline restored. Recommended: Direct home health discharge, PT 3×/week for 6 weeks, standard orthopedic protocol. No SNF admission indicated. Expected return to prior activity level by Day 45.
Margaret's Pathway — Complex / SNF First
High complexity
🏥
Hospital discharge → SNF admission
Skilled nursing required for wound management, respiratory monitoring (O2 sat daily), insulin protocol, and cognitive-adapted therapy. Direct home discharge not safe given med complexity and limited daytime supervision in AL.
Target SNF LOS: 14–21 days
🫁
SNF Week 1–2: Paced therapy with respiratory monitoring
PT/OT reduced to 30–40 min sessions (vs standard 60 min). O2 sat checked before and after each session. Diabetes wound protocol q-shift. Cognitive-consistent daily routine with same staff preferred.
🧠
Cognitive screening at Day 7 and Day 14
Post-surgical delirium risk elevated in patients with pre-existing MCI. Standardized MMSE or MOCA at Day 7 establishes surgical baseline. Family care conference recommended by Day 5 with daughter and AL memory team.
⚠ Delirium risk elevated
🏡
SNF discharge → Assisted Living with HHA bridge
Warm handoff to AL with written cognitive care plan. Home health for wound check and PT continuation 2×/week. HHA must have memory care competency — standard orthopedic HHA not appropriate.
HHA: Memory-care certified required
📊
ContinuIQ monitoring: 60-day episode
Weight, O2 sat, therapy engagement, cognitive behavior patterns, and family visit frequency tracked simultaneously. Simultaneous decline triggers 48-hour clinical review.
Robert's Pathway — Standard / Home First
Low complexity
🏡
Hospital discharge → Home with spouse caregiver
FIM 104, fully independent pre-op, full-time spousal caregiver in home. No skilled nursing indicated. Standard orthopedic home health protocol initiated on Day 1 post-discharge.
Direct home discharge appropriate
🏋️
Home health: PT 3×/week, standard orthopedic protocol
60 min sessions tolerated. Full weight-bearing per surgeon protocol. Stair training, gait normalization, and progressive ROM. Spouse attends all sessions — strong learning partner for HEP.
💊
Med management: minimal complexity
Anticoagulation per protocol (likely 2–4 weeks aspirin). HTN and lipid meds continue unchanged. No insulin, no respiratory medications, no cognitive support needs. Spouse manages medications reliably.
📈
Projected discharge from HH: Day 35–45
Expected return to prior activity level (golf, walking) by Day 45–60 per surgeon prognosis. Outpatient PT transition at HH discharge for continued strengthening. No SNF admission needed at any point.
Projected: Full ADL independence by Day 45
📊
ContinuIQ monitoring: 45-day episode
Simplified monitoring: ROM progression, pain trajectory, HEP compliance via spouse report. No cognitive or respiratory flags. Episode closes at Day 45 if trajectory holds.
A
Margaret S., 87F
TKA discharge · COPD · DM2 · Early MCI · Assisted Living discharge target
COPD DM2 MCI 0.5 FIM 68
AI matching on 847 prior episodes
AI-Ranked SNF Recommendations — for Margaret's profile
1
Boulder Post-Acute & Memory Care
4.2 mi from hospital · 42 beds · Memory care certified
TKA avg LOS (complex)16.2 days
30-day readmit (similar pts)7.4%
Memory care staffingDedicated unit
COPD protocol availabilityYes — resp. therapist on staff
Diabetes wound protocolYes — wound care RN
CMS Star Rating⭐⭐⭐⭐⭐ (5-star)
Discharge-to-home rate78%
Primary HHA partnersSummit, Foothills
✦ Best match for Margaret. Memory care unit, respiratory therapist, and wound care RN on staff — the three highest-priority needs for her profile. Highest discharge-to-AL rate in network for complex TKA patients.
2
Foothills Rehabilitation Center
6.1 mi from hospital · 68 beds · General rehab
TKA avg LOS (complex)19.8 days
30-day readmit (similar pts)12.1%
Memory care staffingGeneral floor only
COPD protocol availabilityOn-call only
Diabetes wound protocolYes
CMS Star Rating⭐⭐⭐ (3-star)
Discharge-to-home rate61%
Primary HHA partnersFoothills HH, CareFirst
✦ Solid general rehab, but no dedicated memory unit. COPD management is on-call, not proactive. For Margaret's cognitive and respiratory complexity, risk is meaningfully higher than #1.
3
Valley View Skilled Nursing
11.4 mi from hospital · 92 beds · General SNF
TKA avg LOS (complex)24.3 days
30-day readmit (similar pts)18.7%
Memory care staffingNone
COPD protocol availabilityNo
Diabetes wound protocolStandard only
CMS Star Rating⭐⭐ (2-star)
Discharge-to-home rate48%
Primary HHA partnersValley HH, Summit
✦ Not recommended for Margaret. No memory care or respiratory capabilities. 18.7% readmission rate for similar profiles is nearly 2.5× higher than #1. Family proximity may be the only factor favoring this choice.
🏠 Home Health After Boulder Post-Acute — Two Agency Paths
Discharging from: Boulder Post-Acute & Memory Care (#1)
✓ Recommended
Summit Home Health
12 prior discharges from this SNF with similar profile · 4.1 avg clinician rating
30-day readmit rate (similar patients)6.8%
Discharge to AL (goal)91%
Memory-care certified staff on rosterYes — 4 clinicians
Avg visit frequency (complex TKA)3×/wk PT, 2×/wk SN
Summit has established relationship with Boulder Post-Acute's memory care team. Warm handoff protocol is in place — the HH clinician receives the cognitive care summary before the first visit, not after it.
⚠ Use with caution
Foothills Home Health
8 prior discharges from this SNF with similar profile · 3.4 avg clinician rating
30-day readmit rate (similar patients)14.2%
Discharge to AL (goal)71%
Memory-care certified staff on rosterNo
Avg visit frequency (complex TKA)2×/wk PT only
Foothills lacks memory-care certified staff. For a patient with early MCI, clinicians without that training may misread behavioral cues, miss medication adherence issues, or fail to alert the care team appropriately. The readmission rate gap — 14.2% vs. 6.8% — is largely attributable to this competency gap in similar profiles.
Data flow — episode to recommendation
Model Confidence — Complex TKA / COPD / MCI Profile
📊 847 episodes ingested · Profile last updated Feb 18
SNF Rank Accuracy
88%
↑ 31 pts since Month 6
HHA Outcome Prediction
79%
↑ 44 pts since Month 6
Readmit Risk Flagging
91%
↑ 38 pts since Month 6
LOS Projection (±2 days)
83%
↑ 42 pts since Month 6
Recent Episodes Ingested — Complex TKA / COPD / MCI Cohort
14 episodes in last 90 days · 847 total
Patient (anon) SNF HHA LOS 30d Readmit Status
E.T., 84F Boulder P-A Summit HH 17 days No ✓ Ingested
B.W., 89F Foothills RC CareFirst HH 26 days Yes — Day 22 ✓ Ingested
R.M., 86M Boulder P-A Summit HH 14 days No ✓ Ingested
C.P., 91F Valley View Valley HH 31 days Yes — Day 18 ✓ Ingested
L.G., 83F Boulder P-A Foothills HH 20 days Yes — Day 29 ✓ Ingested
Margaret S., 87F Boulder P-A Summit HH In progress Pending ⏳ Active
🖱 Prototype Guide
Sidebar nav — switches views
All patients — opens full profile
SNF cards — updates comparison panel
Buttons — navigate between views
Tools — coming in future version
Charts & data — display only
Skilled nursing view only · Home health coming in future version
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© 2026 Sarah Brock. All rights reserved. This prototype represents original product design and strategic thinking by Sarah Brock. Shared for professional evaluation purposes only. Reproduction or commercial use without written permission is prohibited.