feat(notebooks,docs): claims exhibit + II.E cross-read sections; finishing-pass records (closes #648, #649; refs #644, #645, #652)
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docs/spec/2026-08-20-cy2027-iie-crossread-palliative-rfi.md
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# CY2027 PFS NPRM § II.E Cross-Read — Pincites for the Palliative RFI Part (d)
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Close read of section II.E ("Request for Information: Redesigning Primary
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Care To Make America Healthy Again", 91 FR 43935–43946) of CMS-1848-P
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(doc. 2026-14327), performed 2026-08-20 for issue #649. Source:
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`data/fr_downloads/2026-14327.txt` lines 8278–9564. Paragraph counts: every
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flush text block after a `[[Page NNNNN]]` marker counts as one ¶ (bullets and
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"++" items included); headings, footnotes, and [GRAPHIC] lines don't count.
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Jump links resolve via `stack bib fr-jump "91 FR <page> ¶<n>"`.
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The condensed version of this analysis lives in
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`notebooks/palliative_care_rfi.py` Section 6; this document carries the full
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detail for P44 drafting (#650).
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## The load-bearing finding
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**Nothing in II.E is proposed.** The whole section is an RFI — every policy
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idea is "seeking comment," "considering," or "may consider in future
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rulemaking." The only operative care-management-adjacent text is the **G2211
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changes proposed in section II.D**, cross-referenced at 91 FR 43937 ¶3 (with
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proposed modifiers MOD1/MOD2 mentioned at 43937 ¶6). A part-(d) answer must
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answer II.E's questions, not "support" nonexistent proposals — and can cite
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CMS's own concessions as the agency-record predicate.
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Drafting cautions:
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- II.E never says "serious illness." Its vocabulary is *chronic conditions*,
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*complex condition*, *high-risk beneficiaries*, and (via NASEM) *people with
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multiple complex chronic conditions* (91 FR 43941 ¶9). Mirror it.
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- The phrase "care management services that form the foundation" is the
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palliative RFI's own paraphrase — it does not appear in II.E; don't quote it
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as II.E text.
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- Subsection numbering is inconsistent with the Introduction's promised
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"three main topics" (3. continues topic 2; 5. continues topic 4). Cite the
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printed numbers anyway.
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- Tables A-E1 (care-management code purposes, 91 FR 43938) and A-E3
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(Innovation Center capitated models, 91 FR 43943) are graphics absent from
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the text file; pull from the PDF if needed.
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## Subsection outline
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| Subsection | FR pages | File lines |
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|---|---|---|
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| E. heading + 1. Introduction (start) | 43935 | 8278–8284 |
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| 1. Introduction (three RFI topics) | 43936–43937 | 8287–8424 |
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| 2. Reconsidering Relative Primary Care Payment / a. O/O E/M visits | 43937–43938 | 8425–8548 |
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| 3. Care Management Code "Family" | 43938–43939 | 8549–8647 |
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| 4. Payment Implications of Technology Enablement / a. Technology and Clinical AI | 43939–43940 | 8648–8767 |
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| 5. Technology and AI-Augmentation via the Medicare AWV | 43940–43941 | 8768–8932 |
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| 6. Developing Prospective Payment in the Shared Savings Program / a. Background | 43941–43943 | 8933–9207 |
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| 6.b. Primary Care Capitated Payment Arrangements in SSP | 43943–43945 | 9209–9496 |
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| 6.c. Capitated Arrangements Outside SSP (primary care "global period") | 43946 | 9500–9564 |
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## CMS's concessions on the record
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1. "uptake of the care management codes has been limited" + "We seek feedback
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on whether a different payment structure might be more appropriate as well
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as what might be done to further simplify the code set and associated
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requirements" — **91 FR 43938 ¶5**.
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2. APCM "retains the fundamental structure of FFS billing and may not provide
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sufficient incentives for practices to focus on proactive,
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population-based non-visit care management activities" — **91 FR 43941
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¶11** (CMS's critique of its own newest care-management code).
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3. "billing for APCM services is higher for Shared Savings Program
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ACO-assigned beneficiaries... suggests that the accountability and care
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management infrastructure associated with ACOs may support more robust
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adoption of non-visit based primary care payment mechanisms" — **91 FR
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43942 ¶1** (internal CMS data).
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## Care-management passages (verbatim anchors)
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| Pincite | Quote / gist | Status |
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|---|---|---|
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| 91 FR 43936 ¶1 | "soliciting comment on how we might reconsider primary care service valuation"; prevention over "sick care" | DISCUSSED |
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| 91 FR 43936 ¶3 | "considering first establishing PPCP permanently in the Medicare Shared Savings Program" | DISCUSSED |
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| 91 FR 43936 ¶5 | "relative undervaluation"; "'two-track' approach to care management services... technology enabled... and 'traditional'" | RFI-QUESTION |
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| 91 FR 43937 ¶2 | E/M visits "do not adequately describe the typical non-face-to-face care management work" (quoting 78 FR 43337) | DISCUSSED |
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| 91 FR 43937 ¶3 | "We are proposing changes to HCPCS code G2211 for CY 2027; see section II.D" | **PROPOSED (in II.D)** |
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| 91 FR 43937 ¶4 | longitudinal-visit category; "may consider valuing these visits as a combination of the E/M service... and certain between-visit care management activities" | DISCUSSED (future rulemaking) |
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| 91 FR 43937 ¶6 | G2211 "focal point" question; proposed MOD1/MOD2 (elsewhere in rule) | RFI-QUESTION / PROPOSED-elsewhere |
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| 91 FR 43938 ¶2 | "Should subsequent care management services be bundled in? If so, for what period of time?" | RFI-QUESTION |
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| 91 FR 43938 ¶4 | "for the last 14 years sought to unbundle"; APCM G0556–G0558 "interprofessional care teams" | DISCUSSED |
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| 91 FR 43938 ¶5 | limited uptake concession (above) | DISCUSSED + RFI-QUESTION |
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| 91 FR 43938 ¶6 | "reconfigure the care management code 'family'... how supervision requirements may need to change" | RFI-QUESTION (part (d)'s direct hook) |
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| 91 FR 43938 ¶8–43939 ¶1 | FWA guardrails: initiating-visit "trigger"; supervising-provider vs auxiliary-personnel proportions | RFI-QUESTION |
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| 91 FR 43939 ¶2 | open data invitation: "specific data on the resources used in furnishing advanced primary care" | RFI-QUESTION |
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| 91 FR 43939 ¶3 | "To what extent are the current care management codes duplicative?" | RFI-QUESTION |
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| 91 FR 43939 ¶6 | "Should CMS create 'technology-enabled care management' codes or a 'two-track' approach?" | RFI-QUESTION |
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| 91 FR 43939 ¶9 | "link payment more directly to demonstrated clinical outcomes" | DISCUSSED |
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| 91 FR 43941 ¶9 | NASEM: "pay for primary care teams to care for people, not doctors to deliver services" | DISCUSSED (quoting NASEM 2021) |
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| 91 FR 43941 ¶11 | APCM-not-the-end-goal concession (above) | DISCUSSED |
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| 91 FR 43942 ¶1 | ACO care-management-infrastructure finding (above) | DISCUSSED |
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| 91 FR 43944 ¶13 | minimum share of attributed beneficiaries receiving care management for capitation eligibility | RFI-QUESTION |
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| 91 FR 43944 ¶16 | REACH/PC Flex PCC bundle: "E/M office visits along with CCM, behavioral health integration, transitional care management, AWVs, **advance care planning**, and virtual communication services" | DISCUSSED |
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| 91 FR 43945 ¶14 | CPC+ care-delivery functions incl. "patient and caregiver engagement"; "increasing care management for high-risk beneficiaries" | RFI-QUESTION context |
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| 91 FR 43945 ¶16 | "data-driven risk stratification methods to identify high-risk beneficiaries and target enhanced care management resources" | RFI-QUESTION |
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| 91 FR 43946 ¶1 | attribution: plurality of primary-care services + voluntary alignment | DISCUSSED |
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| 91 FR 43946 ¶2 | global period "would require a number of services to be 'bundled'... including the IPPE or AWV, O/O E/M services, and care management services such as advanced primary care management services" | DISCUSSED (future years) |
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| 91 FR 43946 ¶3–¶8 | global-period design questions: what to bundle; HCC/complexity payment strata; initiating trigger absent an encounter; minimum-visit/outcomes accountability | RFI-QUESTION |
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## Palliative hooks by RFI part
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- **(b)/(c) eligibility**: longitudinal-visit construct (43937 ¶4); high-risk
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risk-stratification (43945 ¶16); HCC/complexity strata for global-period
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payment levels (43946 ¶4) — where serious-illness acuity tiers belong.
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- **(d) service elements**: the 43938–43939 question cluster; APCM
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"interprofessional care teams" language (43938 ¶4); NASEM team framing
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(43941 ¶9); ACP inside the PCC bundle (43944 ¶16); AWV as a chassis for
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serious-illness screening and goals-of-care elicitation (43940 ¶9–43941 ¶6).
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- **(e) quality**: outcomes-linked payment (43939 ¶9); FHIR-based outcome
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submission (43940 ¶3); "for which outcomes should CMS hold technology
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companies accountable?" (43941 ¶6) — openings for symptom burden, days at
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home, care-concordance, and CBE 3665.
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- **(a) FWA**: initiating-visit trigger and supervision-proportion questions
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(43938 ¶8–43939 ¶1) map directly onto the palliative RFI's program-integrity
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part.
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- **Data invitation** (43939 ¶2): a palliative program can submit its own
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staffing/cost data — the strongest "bring evidence" hook in the section.
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## Drafting strategy for part (d)
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1. Cite the II.D G2211/MOD1/MOD2 proposals as the rule's operative
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care-management-adjacent text (via 43937 ¶3/¶6).
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2. Answer the 43938–43939 question cluster directly, pincite by pincite.
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3. Use the three concessions (43938 ¶5, 43941 ¶11, 43942 ¶1) as the
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agency-record predicate for the PCM-1/2/3 code family (notebook Section 3):
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a care-management track for the population CMS's own data shows the current
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family fails to reach.
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docs/superpowers/plans/2026-08-20-palliative-finish-p43.md
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docs/superpowers/plans/2026-08-20-palliative-finish-p43.md
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# Palliative RFI Finishing Pass — Run Record (2026-08-20)
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> Not a forward plan — the run record of the "full analysis and full
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> documentation" pass that closed out P42/P43's open analysis items.
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> Forward work remaining for P44 is listed at the end.
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**Goal:** Every open analysis input for the P44 comment (due 2026-09-12,
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docket closes 2026-09-14) either done or running to completion; documentation
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current (notebook, tracker, spec, memory).
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## What was done
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- [x] **Stage-3 PRISMA eligibility + extraction launched** (rig 4090,
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`qwen2.5:14b-ctx32k` created via Ollama /api/create; `stack prisma eligible
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palliative-rfi --max-chars 60000`; chained `extract`). Two fixes en route:
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`--max-chars` cap so bounded-context models keep the criteria in window, and
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a deterministic `uncertain / unavailable-fulltext` path for items with no
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retrieved full text (they also tripped the qwen/Ollama empty-response quirk;
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the eligibility prompt got the same one-sentence-system restructure that
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fixed screening). Log: `.state/prisma-stage3.log`.
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- [x] **#649 closed** — § II.E close read; pincite analysis in
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`docs/spec/2026-08-20-cy2027-iie-crossread-palliative-rfi.md`, condensed as
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notebook Section 6. Headline: II.E proposes nothing; the only operative text
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is II.D's G2211 changes; three CMS concessions anchor part (d).
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- [x] **#648 closed** — claims utilization methodology exhibit (notebook
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Section 5) over the synthetic Tuva CCLF (962 beneficiaries, 2016-2018):
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ACP/CCM/TCM/Home-E/M sparse but concentrated in serious illness (75-91% of
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users), CCM reaching ~1/7 of the 611 seriously-ill; PCM/APCM structurally
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absent (post-window codes). Scope-disclosed as methodology, not empirics.
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- [x] **#644 closed** — sixth cited source captured: MLN909188 (June 2025)
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CCM/PCM/APCM coding booklet, bib `PV8APQ4A`, synced to Zotero
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(`--tag source:rfi-cited`).
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- [x] **#645 closed** — sibling rules: FY2027 Hospice NPRM is 2026-06604 at
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91 FR 17338 (the rule's "90 FR 17360" cite is a volume typo), ESRD is
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2026-12925 at 91 FR 38784. Both created as bib rule items (KUZC5FN2,
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IGXTEJU3), fr-grabbed (322 ¶/42 pp; 887 ¶/87 pp), fr-jump verified.
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- [x] **#663 implemented** — `stack comments extract-ocr` (RapidOCR ONNX,
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pip-only; PDFs rasterized via PyMuPDF), TDD'd, smoke-verified; full run over
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2,738 queued comments launched, chained with a palliative re-sweep. Log:
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`.state/comments/ocr.log`.
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- [x] Notebook updated: Sections 5 (claims) and 6 (II.E) added, Provenance →
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Section 7 with today's pipeline lines, stage-3 methods disclosure current.
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Headless nb_integration: pass.
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## Still open / running when this record was written
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- Stage-3 eligibility+extraction run (hours; queue-driven and idempotent —
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re-run `stack prisma eligible palliative-rfi --max-chars 60000` to sweep any
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stragglers, then `stack prisma extract palliative-rfi`).
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- OCR run over 2,738 comments (hours) → auto re-sweep updates `topic:palliative`.
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- Europe PMC tier armed but EBI unreachable two days running — when it
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recovers, `stack prisma fetch palliative-rfi -w 8` for ~400 author
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manuscripts, then re-run eligibility for newly-fetched texts.
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- #652 stays open by design: PCM-1/2/3 descriptors await human review; CBE
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3665 reporting-condition decision; time thresholds.
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- #615 (post-close re-farm of CMS-2026-2377) after 2026-09-14.
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- P44: #650 draft (target 2026-09-12), #651 submit + archive receipt.
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@@ -155,10 +155,16 @@ def _(mo):
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> dual-screening yet); records the 14B screener marked `uncertain`
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> dual-screening yet); records the 14B screener marked `uncertain`
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> were adjudicated in a second pass by a larger model
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> were adjudicated in a second pass by a larger model
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> (qwen2.5:32b) with the first-pass rationale withheld for
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> (qwen2.5:32b) with the first-pass rationale withheld for
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> independence; stage-3 full-text eligibility and data extraction
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> independence; grey literature (standards documents,
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> have not run; grey literature (standards documents,
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> OIG/GAO/MedPAC/CMMI) bypasses clinical screening per the
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> OIG/GAO/MedPAC/CMMI) bypasses clinical screening per the
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> project criteria.
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> project criteria. **Stage-3 full-text eligibility** runs locally
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> (qwen2.5:14b, 32k context, per-item markdown capped at 60k chars
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> with an explicit truncation marker — the criteria stay in
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> window). Full-text retrieval: Unpaywall → PMC OA (S3) → Europe
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> PMC → mirror fallback; items with no retrievable full text
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> resolve `uncertain / unavailable-fulltext` rather than silently
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> dropping. The flow diagram above reflects whatever stage the
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> pipeline has reached — it is computed live.
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""")
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""")
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return
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return
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@@ -1089,7 +1095,180 @@ def _(mo):
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return
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return
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# ── 5. Provenance ──────────────────────────────────────────────────────
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# ── 5. Claims utilization (methodology exhibit) ────────────────────────
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@app.cell(hide_code=True)
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def _(mo):
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mo.md("""
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## 5. Claims Utilization — Methodology Exhibit (Synthetic CCLF)
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How often are the care-management services the RFI names actually
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billed, for whom, and do they reach the seriously ill? This section
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demonstrates the analysis on the repo's **synthetic Tuva CCLF**
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(962 beneficiaries, claims 2016-2018) so the identical SQL can run
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against real CCLFs when available.
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> **Scope disclosure (per #648):** synthetic claims support
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> *methodology* exhibits, not empirical utilization claims. Two
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> structural limits of this data: the 2016-2018 window predates
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> PCM (2020) and APCM G0556-G0558 (2025), so those families are
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> structurally absent; and Tuva's synthetic code frequencies do
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> not model real billing behavior. What the exhibit *does* show is
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> the shape of the question — and even here the sparsity echoes
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> CMS's own finding that "uptake of the care management codes has
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> been limited" (91 FR 43938, § II.E).
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""")
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return
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@app.cell(hide_code=True)
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def _(connect, mo, pl):
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_acon = connect.duckdb()
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claims_util = _acon.execute("""
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WITH fam AS (
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SELECT hcpcs_code, person_id,
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CASE
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WHEN hcpcs_code IN ('99497','99498') THEN 'ACP'
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WHEN hcpcs_code IN ('99490','99439','99487','99489',
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'99491','99437') THEN 'CCM'
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WHEN hcpcs_code IN ('99424','99425','99426','99427')
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THEN 'PCM'
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WHEN hcpcs_code IN ('99495','99496') THEN 'TCM'
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WHEN hcpcs_code IN ('G0556','G0557','G0558') THEN 'APCM'
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WHEN hcpcs_code BETWEEN '99341' AND '99350'
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THEN 'Home E/M'
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END AS family
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FROM input_layer.medical_claim
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),
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serious AS (
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SELECT DISTINCT person_id
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FROM input_layer.medical_claim,
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UNNEST([diagnosis_code_1, diagnosis_code_2,
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diagnosis_code_3, diagnosis_code_4,
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diagnosis_code_5]) AS t(dx)
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WHERE dx IS NOT NULL AND (
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dx LIKE 'C%' OR dx LIKE 'I50%' OR dx LIKE 'J44%'
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OR dx LIKE 'G30%' OR dx LIKE 'N186%' OR dx LIKE 'I255%'
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OR dx LIKE 'G20%' OR dx LIKE 'K74%')
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)
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SELECT fam.family,
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count(*) AS claim_lines,
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count(DISTINCT fam.person_id) AS beneficiaries,
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count(DISTINCT CASE WHEN fam.person_id IN
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(SELECT person_id FROM serious)
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THEN fam.person_id END) AS with_serious_illness_dx
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||||||
|
FROM fam
|
||||||
|
WHERE fam.family IS NOT NULL
|
||||||
|
GROUP BY fam.family
|
||||||
|
ORDER BY claim_lines DESC
|
||||||
|
""").pl()
|
||||||
|
_serious_n = _acon.execute("""
|
||||||
|
SELECT count(DISTINCT person_id)
|
||||||
|
FROM input_layer.medical_claim,
|
||||||
|
UNNEST([diagnosis_code_1, diagnosis_code_2, diagnosis_code_3,
|
||||||
|
diagnosis_code_4, diagnosis_code_5]) AS t(dx)
|
||||||
|
WHERE dx IS NOT NULL AND (
|
||||||
|
dx LIKE 'C%' OR dx LIKE 'I50%' OR dx LIKE 'J44%'
|
||||||
|
OR dx LIKE 'G30%' OR dx LIKE 'N186%' OR dx LIKE 'I255%'
|
||||||
|
OR dx LIKE 'G20%' OR dx LIKE 'K74%')
|
||||||
|
""").fetchone()[0]
|
||||||
|
|
||||||
|
_tbl = claims_util.with_columns(
|
||||||
|
(pl.col("with_serious_illness_dx") / pl.col("beneficiaries") * 100)
|
||||||
|
.round(0)
|
||||||
|
.alias("pct_serious")
|
||||||
|
)
|
||||||
|
mo.vstack(
|
||||||
|
[
|
||||||
|
mo.ui.table(
|
||||||
|
_tbl.to_pandas(),
|
||||||
|
label="Palliative-relevant service utilization (synthetic CCLF, live)",
|
||||||
|
),
|
||||||
|
mo.md(f"""
|
||||||
|
Reading it the way the RFI would: **care-management billing
|
||||||
|
concentrates in the seriously ill** (75-91% of each
|
||||||
|
family's users carry a serious-illness diagnosis — cancer,
|
||||||
|
HF, COPD, dementia, ESRD, Parkinson's, cirrhosis) **yet
|
||||||
|
reaches only a sliver of them** — {_serious_n} of 962
|
||||||
|
synthetic beneficiaries carry such a diagnosis, and the
|
||||||
|
largest family (CCM) touches barely a seventh of that
|
||||||
|
population. PCM and APCM show zero lines here because the
|
||||||
|
synthetic window (2016-2018) predates both — on real
|
||||||
|
current CCLFs those columns are the interesting ones. The
|
||||||
|
same query, pointed at real claims, quantifies the access
|
||||||
|
gap RFI parts (b)-(d) ask about.
|
||||||
|
"""),
|
||||||
|
]
|
||||||
|
)
|
||||||
|
return
|
||||||
|
|
||||||
|
|
||||||
|
# ── 6. Section II.E cross-read ─────────────────────────────────────────
|
||||||
|
|
||||||
|
|
||||||
|
@app.cell(hide_code=True)
|
||||||
|
def _(fr_md, mo):
|
||||||
|
mo.md(f"""
|
||||||
|
## 6. Section II.E Cross-Read — Pincites for RFI Part (d)
|
||||||
|
|
||||||
|
RFI part (d) explicitly ties to section II.E of the same rule
|
||||||
|
({fr_md("91 FR 43935")}-43946), where CMS reconsiders primary-care
|
||||||
|
valuation and the care-management code family. A close read of the
|
||||||
|
full section (#649) yields one load-bearing fact and a pincite
|
||||||
|
map:
|
||||||
|
|
||||||
|
> **Nothing in II.E is proposed.** The entire section is an RFI —
|
||||||
|
> every policy idea is "seeking comment," "considering," or
|
||||||
|
> "may consider in future rulemaking." The only operative
|
||||||
|
> care-management-adjacent text is the **G2211 changes proposed in
|
||||||
|
> section II.D** (cross-referenced at {fr_md("91 FR 43937")} ¶3).
|
||||||
|
> A part-(d) answer must therefore *answer II.E's questions*, not
|
||||||
|
> "support" nonexistent proposals — and can cite CMS's own
|
||||||
|
> concessions as the agency-record predicate.
|
||||||
|
|
||||||
|
**CMS's concessions on the record** (each a predicate for a
|
||||||
|
palliative-specific recommendation):
|
||||||
|
|
||||||
|
- *"uptake of the care management codes has been limited"* and
|
||||||
|
CMS "seek[s] feedback on whether a different payment structure
|
||||||
|
might be more appropriate" — {fr_md("91 FR 43938")} ¶5.
|
||||||
|
- APCM *"retains the fundamental structure of FFS billing and may
|
||||||
|
not provide sufficient incentives... to focus on proactive,
|
||||||
|
population-based non-visit care management activities"* —
|
||||||
|
{fr_md("91 FR 43941")} ¶11.
|
||||||
|
- APCM billing runs higher among ACO-assigned beneficiaries,
|
||||||
|
suggesting *"accountability and care management infrastructure"*
|
||||||
|
drives adoption — {fr_md("91 FR 43942")} ¶1.
|
||||||
|
|
||||||
|
**The part-(d) question cluster to answer directly:**
|
||||||
|
|
||||||
|
| Pincite | Gist | Status |
|
||||||
|
|---|---|---|
|
||||||
|
| {fr_md("91 FR 43936")} ¶5 | two-track (tech vs traditional) care-management code set | RFI question |
|
||||||
|
| {fr_md("91 FR 43937")} ¶4 | longitudinal-visit category; between-visit work in valuation | discussed (future rulemaking) |
|
||||||
|
| {fr_md("91 FR 43938")} ¶2 | which care-management services to bundle into longitudinal visits | RFI question |
|
||||||
|
| {fr_md("91 FR 43938")} ¶4 | 14-year unbundling history; APCM "interprofessional care teams" | discussed |
|
||||||
|
| {fr_md("91 FR 43938")} ¶6 | reconfigure the code family; supervision in tech-enabled models | RFI question |
|
||||||
|
| {fr_md("91 FR 43939")} ¶2 | open data invitation: advanced-primary-care resource costs | RFI question |
|
||||||
|
| {fr_md("91 FR 43939")} ¶6 | technology-enabled care-management codes / differentiation | RFI question |
|
||||||
|
| {fr_md("91 FR 43944")} ¶16 | REACH/PC Flex PCC bundle includes **advance care planning** | discussed |
|
||||||
|
| {fr_md("91 FR 43945")} ¶16 | risk stratification targeting enhanced care management | RFI question |
|
||||||
|
| {fr_md("91 FR 43946")} ¶2 | primary-care "global period" bundling AWV, E/M, APCM | discussed |
|
||||||
|
|
||||||
|
Vocabulary note for drafting: II.E never says "serious illness" —
|
||||||
|
its terms are *chronic conditions*, *complex condition*, and
|
||||||
|
*high-risk beneficiaries*; the P44 comment should mirror that
|
||||||
|
vocabulary when mapping palliative care onto II.E's constructs.
|
||||||
|
The Section 3 code family (PCM-1/2/3) answers II.E's
|
||||||
|
consolidation question directly: it is a care-management track
|
||||||
|
for the population II.E's own data shows the current family
|
||||||
|
fails to reach.
|
||||||
|
""")
|
||||||
|
return
|
||||||
|
|
||||||
|
|
||||||
|
# ── 7. Provenance ──────────────────────────────────────────────────────
|
||||||
|
|
||||||
|
|
||||||
@app.cell(hide_code=True)
|
@app.cell(hide_code=True)
|
||||||
@@ -1129,18 +1308,25 @@ def _(mo, q):
|
|||||||
mo.vstack(
|
mo.vstack(
|
||||||
[
|
[
|
||||||
mo.md("""
|
mo.md("""
|
||||||
## 5. Provenance
|
## 7. Provenance
|
||||||
|
|
||||||
Ingest-log rows for the lake tables Section 2 reads, plus
|
Ingest-log rows for the lake tables Section 2 reads, plus
|
||||||
the evidence-base pipeline: identification —
|
the evidence-base pipeline: identification —
|
||||||
`dev/scripts/search_pubmed_palliative_rfi.py` (E-utilities
|
`dev/scripts/search_pubmed_palliative_rfi.py` (E-utilities
|
||||||
database searches, uncapped, plus elink forward snowball
|
database searches, uncapped, plus elink forward snowball
|
||||||
and grey-literature standards documents; run 2026-08-18);
|
and grey-literature standards documents; run 2026-08-18);
|
||||||
screening — `stack prisma screen palliative-rfi` with the
|
screening — `stack prisma screen palliative-rfi` (stage 2,
|
||||||
project's Zotero criteria anchors; flow — `prisma.flow`
|
2026-08-18) and `stack prisma eligible palliative-rfi
|
||||||
over live Zotero tags. Section 4's comment record —
|
--max-chars 60000` (stage 3, 2026-08-20, qwen2.5:14b-ctx32k
|
||||||
`dev/scripts/tag_palliative_comments.py` (lexical sweep,
|
on local GPU); flow — `prisma.flow` over live Zotero tags.
|
||||||
run 2026-08-19; stats in `bib_meta.palliative_sweep`).
|
Section 4's comment record —
|
||||||
|
`dev/scripts/tag_palliative_comments.py` (lexical sweep
|
||||||
|
over the Mirrulations-completed corpus, 2026-08-19; stats
|
||||||
|
in `bib_meta.palliative_sweep`). Section 5 —
|
||||||
|
`input_layer.medical_claim` (synthetic Tuva CCLF) read
|
||||||
|
live from aco.duckdb. Section 6 — close read of
|
||||||
|
`data/fr_downloads/2026-14327.txt` lines 8278-9564 (#649);
|
||||||
|
jump links resolve via `bib.frlink` anchor maps.
|
||||||
`cms.primary_care_service_code` is the aco module's
|
`cms.primary_care_service_code` is the aco module's
|
||||||
attribution reference list (P39), not an FR ingest.
|
attribution reference list (P39), not an FR ingest.
|
||||||
"""),
|
"""),
|
||||||
|
|||||||
Reference in New Issue
Block a user