Diff two resources side by side
Diffing FHIR resources by eye is thankless; the resource comparator I built here lists every added, removed and...
Cloud MPI vs On-Prem MPI for Multi-State Counseling Networks
Multi-state counseling networks that decide they need a real MPI hit the deployment question quickly: cloud-hosted (vendor-run, monthly fee, scales with the network) or on-prem (your servers, your operations, full control of where PHI sits)
Deterministic vs Probabilistic Patient Matching for Behavioral Health
Patient matching algorithms come in two main flavors: deterministic (rule-based exact matches on key fields) and probabilistic (weighted field scoring with a confidence threshold). Behavioral health is one of the settings where the choice b
Top 5 FHIR MPI Tools for Tele-Behavioral Health Platforms in 2026
Tele-behavioral health platforms have a matching profile shaped by the lack of a front desk. Patients self-register through a web flow, often using a name variant or partial address, and the platform has to produce a single canonical identi
Best Patient Matching Tools for Psychiatric Emergency Services 2026
Psychiatric emergency services run patient matching under conditions most other behavioral health settings do not. Patients arrive in acute crisis, sometimes without ID, sometimes unable to provide reliable demographics, sometimes with prio
Top 5 MPI Engines for Grief Counseling Network Rosters
Grief and bereavement counseling networks tend to manage a roster more than a chart. Patients are often referred through hospice partners, churches, community organizations, and primary care, all of whom send slightly different versions of
Top 4 EMPI Tools for Eating Disorder Treatment Centers
Eating disorder treatment centers run an unusual identity profile. Patients tend to move between levels of care (outpatient, intensive outpatient, partial hospitalization, residential, inpatient medical stabilization) more often than in mos
Best MPI Solutions for Substance Abuse Treatment Programs in 2026
Substance abuse treatment programs have a matching profile shaped by 42 CFR Part 2 as much as by HIPAA. A patient enrolled in opioid use disorder treatment may have a chart in the general medical record system and a separate record in the S
Top 6 Patient Matching Tools for Trauma Therapy Networks in 2026
Trauma therapy networks have an unusual matching profile. Patients often present with safety-driven name changes, address protection orders, and gaps between encounters that span years. A patient matching tool that fits this work cannot rel
Top 5 MPI Tools for Multi-Site Counseling Practices in 2026
Multi-site counseling practices live in the middle of the MPI spectrum. Bigger than a solo clinic where front-desk staff knows every patient by sight, smaller than a hospital network that has a dedicated patient-identity team. The MPI tools
Diffing Across FHIR Versions (R4 to R5)
Diffing an R4 payload against an R5 payload is not the same as diffing two R4 payloads. Structural changes between the versions produce diffs on every resource that touched them — Subscription changed shape, MedicationRequest reorganized,...