Skip to main content

← Medicaid hub · Module index · Intelligence dashboard · Methodology appendix

This tool does not predict payer actions. It highlights statistical variance patterns that may warrant clearer documentation.

Module intelligence

Complexity Shield Full Mode

Complexity-adjusted fragility table and defensibility bands for expanded explainability packets. Use this page to confirm readiness, cross-state checks, and implementation fit. Readiness: Ready.

These metrics measure statistical consistency, not clinical appropriateness.

Share and export

Copy a tracked share link or export a quick markdown brief for internal circulation.

Module: complexity-full-modeCross-state readiness check: Not requiredReadiness: ReadyProduction-ready: Yes

Maturity

Shipped

Readiness

Ready

Cross-state readiness

Not required

Coverage rows

N/A

Complexity module readiness

This module brings together complexity-adjusted consistency context for documentation and compliance review planning.

Context coverage

99.99%

Min sample size

100

Min active months

12

Complexity source

provider_fingerprint_v1

This tool does not predict payer actions. It highlights statistical variance patterns that may warrant clearer documentation.

Module details

This module ID is complexity-full-mode, and the data package type is N/A.

The transform version is complexity-shield-full-mode-v2, generated 3/9/2026, 5:20:04 AM.

The production-ready flag is Yes.

The primary buyers are Provider compliance teams, Large medical groups.

The roadmap document is docs/prd/medicaid-intelligence-platform-breakthrough.md.

Release file path public/data/medicaid/derived/v1/latest/complexity_shield_full_mode_v2_manifest.json

Published data path public/data/medicaid/derived/v1/latest/complexity_shield_full_mode_v2.csv

Module API route /api/medicaid/intelligence/module/complexity-full-mode.json

Data sample

codefragility_scorefragility_bandcomplexity_tierexpected_variance_pointsadjustment_pointscomplexity_adjusted_fragility_scoreresidual_risk_deltadefensibility_bandcomplexity_sourceis_proxyprovider_supportexplainability_coverage_flaglimitationsnapshot_iddq_gate_version
0000097FragileHigh7.7448898residual_attentionprovider_fingerprint_v1no1383yesComplexity-adjusted context is aggregate and non-adjudicative; it does not predict payer actions.2026-03-09__083005Z1.0.0
0000193FragileHigh8.08858residual_attentionprovider_fingerprint_v1no164yesComplexity-adjusted context is aggregate and non-adjudicative; it does not predict payer actions.2026-03-09__083005Z1.0.0
000034StableHigh7.406704context_explainedprovider_fingerprint_v1no147860yesComplexity-adjusted context is aggregate and non-adjudicative; it does not predict payer actions.2026-03-09__083005Z1.0.0
000148SensitiveModerate3.737444context_mixedprovider_fingerprint_v1no20yesComplexity-adjusted context is aggregate and non-adjudicative; it does not predict payer actions.2026-03-09__083005Z1.0.0
000155StableModerate3.808414context_mixedprovider_fingerprint_v1no31yesComplexity-adjusted context is aggregate and non-adjudicative; it does not predict payer actions.2026-03-09__083005Z1.0.0
000160StableModerate4.0400context_mixedprovider_fingerprint_v1no12yesComplexity-adjusted context is aggregate and non-adjudicative; it does not predict payer actions.2026-03-09__083005Z1.0.0
000177StableModerate3.982434context_mixedprovider_fingerprint_v1no13yesComplexity-adjusted context is aggregate and non-adjudicative; it does not predict payer actions.2026-03-09__083005Z1.0.0
000180StableHigh8.0800context_explainedprovider_fingerprint_v1no1234yesComplexity-adjusted context is aggregate and non-adjudicative; it does not predict payer actions.2026-03-09__083005Z1.0.0
0001A32FragileHigh7.0697257context_explainedprovider_fingerprint_v1no42603yesComplexity-adjusted context is aggregate and non-adjudicative; it does not predict payer actions.2026-03-09__083005Z1.0.0
0001F10SensitiveHigh7.984828context_explainedprovider_fingerprint_v1no8307yesComplexity-adjusted context is aggregate and non-adjudicative; it does not predict payer actions.2026-03-09__083005Z1.0.0
0001M0StableHigh6.878700context_explainedprovider_fingerprint_v1no130yesComplexity-adjusted context is aggregate and non-adjudicative; it does not predict payer actions.2026-03-09__083005Z1.0.0
0002A27SensitiveHigh7.0977207context_explainedprovider_fingerprint_v1no37945yesComplexity-adjusted context is aggregate and non-adjudicative; it does not predict payer actions.2026-03-09__083005Z1.0.0
0003A29FragileHigh7.3897227context_explainedprovider_fingerprint_v1no5606yesComplexity-adjusted context is aggregate and non-adjudicative; it does not predict payer actions.2026-03-09__083005Z1.0.0
0003M46FragileHigh8.08388context_mixedprovider_fingerprint_v1no27yesComplexity-adjusted context is aggregate and non-adjudicative; it does not predict payer actions.2026-03-09__083005Z1.0.0
000424StableModerate3.588404context_mixedprovider_fingerprint_v1no109yesComplexity-adjusted context is aggregate and non-adjudicative; it does not predict payer actions.2026-03-09__083005Z1.0.0
000454StableModerate4.0404context_mixedprovider_fingerprint_v1no31yesComplexity-adjusted context is aggregate and non-adjudicative; it does not predict payer actions.2026-03-09__083005Z1.0.0
0004A45FragileHigh7.3387387context_mixedprovider_fingerprint_v1no9928yesComplexity-adjusted context is aggregate and non-adjudicative; it does not predict payer actions.2026-03-09__083005Z1.0.0
0005F0StableHigh8.0800context_explainedprovider_fingerprint_v1no59yesComplexity-adjusted context is aggregate and non-adjudicative; it does not predict payer actions.2026-03-09__083005Z1.0.0
0005U17SensitiveModerate4.04134context_mixedprovider_fingerprint_v1no54yesComplexity-adjusted context is aggregate and non-adjudicative; it does not predict payer actions.2026-03-09__083005Z1.0.0
000674StableModerate4.0404context_mixedprovider_fingerprint_v1no192yesComplexity-adjusted context is aggregate and non-adjudicative; it does not predict payer actions.2026-03-09__083005Z1.0.0
000685StableModerate3.909414context_mixedprovider_fingerprint_v1no1794yesComplexity-adjusted context is aggregate and non-adjudicative; it does not predict payer actions.2026-03-09__083005Z1.0.0
000695StableLow2.931323residual_attentionprovider_fingerprint_v1no4044yesComplexity-adjusted context is aggregate and non-adjudicative; it does not predict payer actions.2026-03-09__083005Z1.0.0
0010320SensitiveModerate3.6414164context_mixedprovider_fingerprint_v1no153yesComplexity-adjusted context is aggregate and non-adjudicative; it does not predict payer actions.2026-03-09__083005Z1.0.0
001044StableModerate5.003504context_mixedprovider_fingerprint_v1no3326yesComplexity-adjusted context is aggregate and non-adjudicative; it does not predict payer actions.2026-03-09__083005Z1.0.0
0011A48FragileHigh6.9817417context_mixedprovider_fingerprint_v1no28301yesComplexity-adjusted context is aggregate and non-adjudicative; it does not predict payer actions.2026-03-09__083005Z1.0.0

Method and limitations

  • This tool does not predict payer actions. It highlights statistical variance patterns that may warrant clearer documentation.
  • Statistical consistency context; not payer prediction, not clinical appropriateness.
  • Availability and cross-state checks are data-readiness indicators, not clinical or payer outcomes.
  • All data samples are aggregate-only and must not be interpreted as provider-level adjudication evidence.

Explore or request a guided workflow

Explore Medicaid Intelligence now. If you want this mapped to your codes, state programs, or internal review workflows, request a guided session.

After you request a guided session, we send a short intake email and scheduling options within one business day.

Page updated: 2026-02-16