Policy-evidence wave · reviewed July 23, 2026

Track what a policy changed before predicting what it will do.

DenQAI now separates enacted authority, operational implementation, real exposure, practice response, and owner or patient outcomes. The policy layer is a mechanism registry and evidence workbench—not a score, advocacy ranking, or forecast engine.

Bounded mechanisms7 current examples
Predictive policy scoresNone
Current conclusionMechanisms and observations—not simulated effects

Evidence chain

Five links. No skipped middle.

A policy can be valid law and still be unimplemented. It can be implemented without reaching the target. It can reach the target without changing behavior. A measured outcome can change for another reason.

  1. 01 · Authority

    What enacted text, regulation, official guidance, order, or program term actually controls—and for which plans, people, entities, and dates?

  2. 02 · Implementation

    Did the responsible agency issue rules, forms, systems, reports, funds, privileges, or enforcement needed to make the policy operational?

  3. 03 · Exposure

    Which practices, clinicians, plans, patients, codes, geographies, and periods were truly affected rather than merely eligible?

  4. 04 · Practice response

    Did allowed amounts, administrative work, hiring, participation, capacity, cash timing, contracts, or owner behavior change?

  5. 05 · Outcome

    Did access, completed care, avoidable emergency use, owner runway, or another pre-specified measure change relative to a credible baseline and comparison?

Current mechanism register

Use each record as a bounded starting point.

The status and source are current as of the review date shown. Every record names what can be observed, how it could reach an owner decision, the minimum measures, and the conclusion the evidence cannot support.

POL-01 · Payment transparency

Medicaid fee-schedule publication

United States · state Medicaid fee-for-service programs

Status
Effective; implementation evidence required
Reviewed
2026-07-23
Source ID
SRC-ECFR-MEDICAID-RATE-TRANSPARENCY
Observable change

States were required to publish all Medicaid fee-for-service fee-schedule rates in a publicly reachable format by July 1, 2026 and keep them current.

Mechanism

A public rate file can make a state’s allowed amounts auditable and comparable over time; publication alone does not raise a rate or improve collections.

Owner decision use

Verify the exact dental fee schedule, effective date, population, geography, provider type, and delivery system before underwriting Medicaid participation.

Minimum measures
  • Exact code-level FFS allowed amounts and effective dates
  • Managed-care contracted amounts kept separate
  • Paid claims, adjustments, denials, and service-to-cash timing
  • Completed visits, chair time, staffing cost, and patient segment
Claim ceiling

The rule establishes publication requirements. Its required Medicare comparative analysis covers specified service categories and should not be represented as a dental-rate comparison mandate.

POL-02 · Insurance accountability

Dental loss-ratio accountability

Massachusetts · insured dental benefit plans

Status
Implemented with published observations
Reviewed
2026-07-23
Source ID
SRC-MA-DENTAL-LOSS-RATIO
Observable change

Massachusetts applies an 83% minimum dental loss ratio to covered insured plans and publishes carrier annual financial statement reports, including 2025 observations.

Mechanism

Standardized carrier reporting can expose how premium revenue is allocated and trigger statutory consequences; an aggregate ratio does not dictate a dentist’s fee schedule.

Owner decision use

Use carrier reports to frame contracting and policy questions, then verify the exact product, network, fee schedule, claim rules, and whether the plan is within state jurisdiction.

Minimum measures
  • Premiums, incurred claims, quality-improvement expense, and allowed adjustments
  • Plan type and fully insured versus self-funded status
  • Exact network and product participation
  • Allowed amounts, denials, recoupments, payment fees, and patient access
Claim ceiling

Published carrier ratios describe regulated plan finances. They do not prove that fees rose, administrative burden fell, access improved, or self-funded plans were affected.

POL-03 · Workforce portability

Dentist and hygienist licensure portability

Thirteen compact-enacting states as of May 13, 2026

Status
Activated; not operational
Reviewed
2026-07-23
Source ID
SRC-DDH-COMPACT-STATUS-2026
Observable change

The compact has reached activation status, but the official compact site states that compact privileges are not yet being issued.

Mechanism

Once operational, an additional multistate privilege pathway may reduce duplicative licensure steps for eligible clinicians; it does not create clinicians or compel relocation.

Owner decision use

Do not count compact labor capacity until privilege issuance, clinician eligibility, state scope, payer credentialing, relocation, schedule, and accepted-offer evidence are verified.

Minimum measures
  • Privilege availability and issuance date by state
  • Eligible applicants, issued privileges, and processing time
  • Applications, accepted offers, vacancy duration, and clinical days
  • Payer credentialing and retained capacity after hire
Claim ceiling

Enactment and activation are not operational privileges, hiring, retention, credentialing, or local clinical capacity.

POL-04 · Workforce incentive

NHSC recruitment and loan repayment

United States · approved sites in eligible shortage areas

Status
Current program
Reviewed
2026-07-23
Source ID
SRC-HRSA-NHSC-DENTAL-2026
Observable change

Eligible clinicians can receive loan repayment in exchange for service at an approved site; site rules include HPSA, access, sliding-fee, Medicaid/CHIP, data, and compliance conditions.

Mechanism

A clinician-facing debt benefit may improve recruitment or retention at an eligible site if the site qualifies and the service commitment fits the clinician and practice.

Owner decision use

Model the operating cost and patient-access obligations of site eligibility separately from the clinician’s award and test whether the incentive changes an actual accepted offer or retained clinical day.

Minimum measures
  • Site eligibility, approval, HPSA type, and continuing compliance
  • Eligible applicants, awards, accepted offers, and start dates
  • Sliding-fee discounts, payer mix, no-show burden, and collections
  • Clinical days retained during and after the service term
Claim ceiling

An award is not owner revenue, automatic site approval, a permanent wage subsidy, or proof that a clinician will stay after the obligation.

POL-05 · Worker mobility

Employment noncompete boundary

Minnesota

Status
Current law
Reviewed
2026-07-23
Source ID
SRC-MN-NONCOMPETE-181-988
Observable change

Minnesota makes employment covenants not to compete void and unenforceable, including for covered independent contractors, while preserving defined sale-of-business and dissolution exceptions.

Mechanism

Removing an employment noncompete may change worker mobility and recruiting boundaries; separate confidentiality, nonsolicitation, sale, and other contract terms still require review.

Owner decision use

Separate an associate employment agreement from a seller restrictive covenant and have Minnesota counsel map every restriction before valuing goodwill, retention, or recruiting protection.

Minimum measures
  • Agreement type, execution date, governing law, venue, and covered role
  • Noncompete, nonsolicitation, confidentiality, and trade-secret terms separated
  • Departures, applications, accepted offers, and vacancy duration
  • Patient choice, continuity, referral, and goodwill-transfer observations
Claim ceiling

One state’s statute is not a national rule, a contract opinion, or proof that mobility improves access or harms goodwill.

POL-06 · Outcome measurement

Medicaid dental outcome measurement

United States · Medicaid and CHIP Core Sets

Status
Current measurement standard
Reviewed
2026-07-23
Source ID
SRC-CMS-DENTAL-CORE-SET-2026
Observable change

The 2026 Core Sets specify dental measures including oral evaluation during pregnancy and ambulatory-care-sensitive emergency visits for non-traumatic dental conditions in adults.

Mechanism

Stable specifications can support comparable outcome measurement; they do not identify why a measure changed or capture every adult dental access outcome.

Owner decision use

Use the measure definition, denominator, coding, attribution, and reporting unit exactly; add local access and practice-operability measures before drawing an owner conclusion.

Minimum measures
  • Exact measure version, denominator, numerator, exclusions, and reporting unit
  • Enrollment continuity, delivery system, coding completeness, and population mix
  • Local new-patient access, wait time, completed visits, and avoidable ED use
  • Concurrent benefit, rate, network, workforce, and outreach changes
Claim ceiling

A quality measure is not a causal estimate, a complete adult oral-health index, or a practice-viability measure.

POL-07 · Payment administration

Medicaid clean-claim timing

United States · state Medicaid agencies

Status
Current federal rule
Reviewed
2026-07-23
Source ID
SRC-ECFR-42-447-45
Observable change

Federal rules set timing standards for state-agency payment of specified clean practitioner claims.

Mechanism

A prompt-payment standard can constrain agency processing after a claim is clean; office cash still depends on submission quality, edits, authorization, managed care, rework, recoupment, and posting.

Owner decision use

Measure service-to-cash by claim pathway and separate clean-claim adjudication time from the full revenue-cycle delay used in working-capital planning.

Minimum measures
  • Service, submission, clean-status, adjudication, deposit, and posting timestamps
  • Fee-for-service versus managed-care pathway
  • Initial denial, rework, appeal, recoupment, and patient-responsibility states
  • Dollar-weighted days to cash and working-capital exposure
Claim ceiling

A clean-claim timing rule is not a guarantee for every claim or a forecast of service-to-cash timing.

Calibration gates

A failed gate limits the claim; gates are never averaged.

DenQAI will not issue an “evidence completeness” percentage. A missing comparison case cannot be offset by excellent source formatting.

Controlling text

Official authority, version, scope, exclusions, adoption date, effective date, and operational date are verified separately.

Stable measure

Numerator, denominator, unit, geography, payer product, population, and data-generation process are stable or the break is documented.

Implementation proof

A law on the books is not counted as exposure until the required operational event is observed.

Baseline and lag

The pre-period is long enough to see trend and seasonality; the post-period begins only after a defensible implementation lag.

Comparison case

A comparison group, interrupted series, or other design addresses changes that would have occurred without the policy.

Rival explanations

Concurrent benefit, rate, workforce, economy, ownership, coding, technology, and enforcement changes remain visible.

Owner translation

Public outcomes and practice economics stay separate until target-specific records connect them.

Claim ceiling

Descriptive, associational, and causal language are not interchangeable; the weakest missing gate controls the conclusion.

What is deliberately absent

No policy simulator yet.

A predictive tool would need calibrated elasticities, comparable longitudinal data, implementation timing, exposure denominators, local operating records, and validated uncertainty. DenQAI does not have that evidence base. Entering a fee increase, compact enactment, loss ratio, or loan-repayment award into a black box would produce false precision.

The current layer does something more useful: it makes the causal chain inspectable, captures measurements in a reusable format, and shows exactly which observations would justify a later descriptive comparison or formal evaluation.