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The Linear Health Journal

Healthcare AI insights for operations leaders

Practical guides to referral automation, prior authorization AI, care gap closure, AI voice agents, and patient scheduling. Written for the teams who run specialty practices, FQHCs, and PE-backed medical groups.

Key Takeaways

The Linear Health Journal publishes 156 practical guides on AI automation for healthcare operations: referral management, prior authorization workflows and CMS-0057-F compliance, care gap closure and HEDIS quality measures, AI voice agents for patient calls, patient scheduling and no-show reduction, and medical fax automation. Built for operations leaders at specialty practices, FQHCs and community health centers, and PE-backed multi-site medical groups.

A hand holding a pen over the approval line of a prior authorization form in a manila folder with a mint tab on a green desk
Lead Story
Prior AuthorizationCompliance

What can be safely automated in prior authorization (and what cannot)

The mechanical layers of prior authorization can be safely automated: requirement lookup, chart data assembly, form completion, submission, status checking, and expiration tracking. Judgment work stays human: clinical documentation edge cases, appeal strategy, and peer-to-peer conversations. Safety comes from governance: audit trails, human-in-the-loop checkpoints, error escalation, and continuous monitoring of payer rule changes.

Linear Health Editorial Team9 minutes

All articles

156 entries
A hand holding a pen over the approval line of a prior authorization form in a manila folder with a mint tab on a green desk
Prior Authorization9 minutes

What can be safely automated in prior authorization (and what cannot)

The mechanical layers of prior authorization can be safely automated: requirement lookup, chart data assembly, form completion, submission, status checking, and expiration tracking. Judgment work stays human: clinical documentation edge cases, appeal strategy, and peer-to-peer conversations. Safety comes from governance: audit trails, human-in-the-loop checkpoints, error escalation, and continuous monitoring of payer rule changes.

Linear Health Editorial Team
Hands typing at a monitor showing a prior authorization form mid-submission, beside a stack of paper forms with a mint sticky
Prior Authorization9 minutes

What is electronic prior authorization (ePA)? How it works and what's changing

Electronic prior authorization (ePA) is the exchange of prior authorization requests and decisions as structured electronic transactions instead of phone calls, faxes, or standalone portals. Pharmacy ePA runs on the NCPDP SCRIPT standard inside e-prescribing workflows; medical-benefit ePA is now moving toward FHIR-based APIs under CMS interoperability rules.

Linear Health Editorial Team
Hands holding a healthcare authorization request form beside a desk calendar with days crossed off and a mint sticky note
Prior Authorization10 minutes

Retro authorization: rules, timelines, and how to avoid needing one

Retro authorization (retroactive prior authorization) is a request for payer approval after a service has already been delivered. Payers allow it only in limited cases, such as emergency care, retroactive eligibility, or a payer identified after service. Request windows vary by payer and state and are often short, so verify coverage and authorization requirements before service whenever possible.

Linear Health Editorial Team
Hands on a sunlit wooden desk between a mint-tabbed letter listing alternatives to try first and a payer requirement form
Prior Authorization11 minutes

Step therapy vs prior authorization: how the two utilization controls differ

Prior authorization requires payer approval before a service or drug is covered. Step therapy requires patients to try preferred, usually lower-cost drugs before a payer covers the prescribed one. They are separate utilization management tools that can apply to the same prescription, and each has its own exception and appeal process.

Linear Health Editorial Team
Split view of a green tray holding a printed worklist pad, closed on the left and fanned open on the right with a mint tab
Healthcare AI11 minutes

Care gap closure software: what to look for before you buy

Evaluate care gap closure software on eight dimensions: data ingestion (payer gap files, EHR data, supplemental data), gap logic accuracy and false-gap handling, outreach channels, scheduling integration, documentation writeback, reporting, security and BAA coverage, and implementation time. The biggest differentiator is usually whether the tool executes outreach or just produces another worklist.

Linear Health Editorial Team
Tall stacks of worn manila folders beside a dark green tray holding one neat stack of pages with a single mint tab
Patient Engagement9 minutes

How to work payer care gap lists without drowning your staff

Work payer care gap lists in one monthly cycle: ingest every plan's file into a single deduplicated registry, reconcile each gap against the EHR to clear false gaps from claims lag, prioritize multi-gap and incentive-weighted patients, run tiered outreach, document outcomes in structured fields, and feed evidence back to each payer.

Linear Health Editorial Team
Balance scale with stacked coins on one pan and referral documents on the other, a mint price tag hanging from its center
Referral Management9 minutes

How much does referral management software cost in 2026?

Referral management software pricing varies widely by model and scope. Vendors commonly quote per-user, per-site, per-referral, or usage-based fees, and total cost depends on integrations, sites, and volume. Linear Health prices usage-based at $1,000-$8,000 per month, month-to-month.

Linear Health Editorial Team
Split scene: a glass lens resting on a printed page on one side, a curling page in motion with a mint tab on the other
Referral Management10 minutes

Referral management vs referral tracking: why tracking alone doesn't close the loop

Referral tracking gives you visibility: it shows where each referral sits in the process. Referral management is the full workflow that moves referrals forward: intake, insurance verification, scheduling, patient outreach, and closing the loop with documentation. Tracking tells you a referral is stuck; management is what gets it unstuck and completed.

Linear Health Editorial Team
Automating referral coordination on athenahealth EHR with marketplace integrations
Referral Management10 minutes

How to Automate Referral Coordination on athenahealth (Beyond What athenaOne Does Natively)

athenaOne is an excellent EHR. Its native referral tools are solid for tracking and documentation. But tracking is not the same as automation.

Sami Malik
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Explore our complete guides: What is Referral Management? · Referral Software Buyer's Guide · Operational AI in Healthcare

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