Articles

Using Artificial Intelligence to Predict Hospital Admissions Before Crisis Occurs in U.S. Community-Based Care
Artificial intelligence could help community-based providers, Medicaid programs and health plans identify rising hospital admission risk before deterioration becomes a crisis. This flagship analysis examines how predictive intelligence can combine clinical, functional, utilization, medication, workforce and social signals while preserving human judgment, privacy, equity and person-centered decision-making across U.S. HCBS, LTSS and integrated care. Read more...
Managing Discharge Medication Changes Through Transitional Care Coordination
Medication changes create one of the highest-risk moments after hospital discharge because instructions, supplies, and follow-up can separate quickly. This article explains how transitional care teams verify medication access, reconcile changes, coordinate with primary care, and document controls that reduce confusion, adverse events, and avoidable readmissions. Read more...
Community Paramedicine for Missed Dialysis, Fluid Overload, and Home-Based Renal Risk Escalation
Missed dialysis and delayed renal follow-up often become 911 problems when fluid overload, weakness, transport barriers, and medication confusion build at home. This article explains how community paramedicine programs assess missed-treatment risk, identify unsafe home patterns, and create faster escalation pathways before avoidable ED use or admission becomes the default. Read more...
Community Paramedicine for Home Infusion, PICC Line, and IV Antibiotic Problems: Preventing Avoidable 911 Use Through Safer Device and Symptom Assessment
Home infusion problems can become emergency calls when line issues, missed doses, fever concern, or caregiver uncertainty disrupt treatment after hours. This article explains how community paramedicine programs assess PICC lines, infusion devices, and symptom change to reduce avoidable ED use while protecting patients from delayed escalation when infection or device failure is real. Read more...
Community Paramedicine for Wound Deterioration and Cellulitis Prevention: Reducing Repeat 911 Use Through Early Home Assessment and Escalation
Community paramedicine can reduce avoidable 911 use for wounds and cellulitis only when pain, drainage, redness progression, dressing failure, and access barriers are addressed before infection or mobility loss becomes an emergency. This article explains how programs build wound-response pathways that improve safety, support continuity, and make field disposition more clinically defensible. Read more...
Community Paramedicine for Seizure Recovery and Post-Ictal Non-Transport: Building Safer Pathways Beyond Repeat 911 Response
Community paramedicine can reduce repeat 911 use after seizures only when post-ictal recovery, medication adherence, injury risk, and neurology follow-up are assessed beyond the immediate scene. This article explains how programs build seizure-response workflows that improve safety, strengthen continuity, and make non-transport decisions more clinically defensible. Read more...
Clinical Escalation in Reablement: Building a Primary Care and LTSS Response Loop That Prevents Step-Ups
Reablement episodes fail when clinical change is noticed late and escalation routes are vague—especially around delirium risk, medication effects, and new functional decline. This article sets a practical escalation loop between frontline staff, supervisors, primary care, and care management so deterioration is handled early and documented clearly. Read more...
Clinical Pathways for Skin Breakdown in HCBS: Pressure Injury Prevention, Wound Escalation, and Home-Safe Monitoring Controls
Pressure injuries and skin deterioration in HCBS usually follow a visible path: missed skin checks, unclear escalation thresholds, delayed supplies, and documentation that does not drive action. This article sets out operational pathways that make prevention routine, escalate wounds early to clinicians, and evidence reliable practice to payers and surveyors. Read more...
Clinical Pathways for Heart Failure in HCBS: Daily Weight Workflows, Diuretic Escalation, and Preventing Avoidable ED Use
Heart failure deterioration in HCBS is usually operationally visible before it becomes an emergency: missed weights, unclear “call the nurse” thresholds, and diuretic changes that never get implemented in day-to-day routines. This article shows how HCBS teams build heart failure pathways that define decision rights, escalation timelines, and audit-ready coordination with primary care. Read more...
Clinical Pathways for Seizure Risk in HCBS: Medication Adherence Controls, Rescue Meds, and Post-Seizure Escalation
Seizure-related harm in HCBS is often predictable: missed antiepileptic doses, unclear rescue-med authority, delayed escalation after “small” events, and poor follow-up after ED visits. This article sets out practical seizure pathways that define day-to-day controls, decision rights, and closed-loop coordination with primary care and neurology. Read more...
Clinical Pathways for COPD in HCBS: Detecting Exacerbation Early, Oxygen Safety, and Same-Day Treatment Escalation
COPD deterioration in HCBS rarely starts with a dramatic emergency—it starts with small changes that get normalized: new sputum color, rising rescue-inhaler use, reduced activity, or “more tired than usual.” This article shows how HCBS providers run practical COPD pathways with clear thresholds, oxygen safety controls, and closed-loop primary care coordination. Read more...
Clinical Pathways for Pressure Injury Prevention in HCBS: Early Detection, Equipment Controls, and Wound Escalation
Pressure injuries in HCBS often result from small operational gaps: missed skin checks, unclear turning plans, equipment delays, and escalation that depends on who is working that day. This article sets out practical pathways for risk stratification, daily prevention workflows, and rapid wound escalation with auditable coordination to primary care. Read more...