kert
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  • Joined on 2026-02-04
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kert pushed to feat/rulemaking-comments at homelab/stack 2026-03-25 19:50:13 +00:00
8982633860 feat: rex.comments — CMS rulemaking comment analysis module (refs #251-#256)
32c6d3cc00 feat: skin substitutes marimo notebook + snippet (refs #245)
88025d5976 data: geographic, setting, anomaly scoring, enforcement correlation (refs #240, #241, #242, #243)
e5ec7a22a1 data: ASP trajectories, market segmentation, utilization metrics (refs #234, #238, #239)
c2fa7326c4 fix: compose notebooks mount — remove :ro from parent to allow nested loch.css bind
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kert created branch feat/rulemaking-comments in homelab/stack 2026-03-25 19:50:13 +00:00
kert opened issue homelab/stack#257 2026-03-25 19:31:21 +00:00
zot: full-text PDF retrieval via Zotero built-in connectors
kert opened issue homelab/stack#260 2026-03-25 19:31:21 +00:00
skin-subs: systematic product susceptibility scoring for kickback/fraud risk
kert opened issue homelab/stack#259 2026-03-25 19:31:21 +00:00
skin-subs: expanded grey literature + deeper snowball chasing
kert opened issue homelab/stack#258 2026-03-25 19:31:21 +00:00
zot: PRISMA screening workflow with Zotero annotations
kert opened issue homelab/stack#253 2026-03-25 19:30:23 +00:00
comments: PDF/DOCX text extraction pipeline
kert opened issue homelab/stack#252 2026-03-25 19:30:23 +00:00
comments: regulations.gov API client — bulk download comments + attachments
kert opened issue homelab/stack#254 2026-03-25 19:30:23 +00:00
comments: position classification + thematic tagging
kert opened issue homelab/stack#255 2026-03-25 19:30:23 +00:00
comments: stakeholder segmentation + coordination detection
kert opened issue homelab/stack#256 2026-03-25 19:30:23 +00:00
comments: sentiment aggregation + provision mapping dashboard
kert opened issue homelab/stack#251 2026-03-25 19:29:43 +00:00
feat: CMS rulemaking comment analysis module (regulations.gov)
kert closed issue homelab/stack#245 2026-03-25 19:19:00 +00:00
skin-subs: marimo notebooks — interactive analysis and visualization
kert commented on issue homelab/stack#243 2026-03-25 19:10:41 +00:00
skin-subs: enforcement action correlation — do patterns predict fraud?

Closing. All tasks complete.

Table: skin_subs.provider_risk_profile (200 rows) — extends anomaly_scores with fraud_pattern_match and benford_chi2

Fraud pattern matching:

  • `jenson-like…
kert commented on issue homelab/stack#242 2026-03-25 19:10:41 +00:00
skin-subs: predatory pattern detection — anomaly scoring and hypothesis testing

Closing. All tasks complete.

Table: skin_subs.anomaly_scores (200 rows)

Composite score components:

  • Volume z-score (30%): total paid vs specialty peers
  • Intensity z-score (30%):…
kert closed issue homelab/stack#243 2026-03-25 19:10:41 +00:00
skin-subs: enforcement action correlation — do patterns predict fraud?
kert closed issue homelab/stack#242 2026-03-25 19:10:41 +00:00
skin-subs: predatory pattern detection — anomaly scoring and hypothesis testing
kert closed issue homelab/stack#241 2026-03-25 19:10:08 +00:00
skin-subs: setting analysis — office, ASC, HOPD, SNF, home health differentials
kert commented on issue homelab/stack#240 2026-03-25 19:10:07 +00:00
skin-subs: geographic analysis — state, MSA, MAC jurisdiction variation

Closing. All tasks complete.

Tables:

  • skin_subs.geographic_summary (16 rows) — per-state: claim lines, benes, providers, total paid, paid/bene, paid/provider, setting mix (% office/HOPD/AS…
kert closed issue homelab/stack#240 2026-03-25 19:10:07 +00:00
skin-subs: geographic analysis — state, MSA, MAC jurisdiction variation