Vocabulary v2 adds four themes the CY2027 docket's letters made unmissable: modifier-25-same-day, lactation-services, health-coaching, radiation-therapy (57 themes). tests/llm/golden_themes.yaml: 39 CMS-2026-2377 comments labelled by reading their opening text — expected themes (must carry) and acceptable ones (allowed, not required). llm.tageval scores predictions per slug (tp / fp outside expected∪acceptable / fn), micro precision/recall/F1 and the abstain rate, and gate() applies the spec thresholds (micro-F1 ≥ 0.70; no theme with support ≥ 5 under 0.5 precision). Predictions come from what the last run stored on the bib items (CI, no model calls) or --live through the chain. stack llm eval-tags [--golden] [--live] [--limit] exits 1 when the gate fails.
297 lines
22 KiB
YAML
297 lines
22 KiB
YAML
# Closed theme vocabulary for tagging PFS rulemaking comments (P35, #574).
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#
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# Seeded from the section headings of the CY2018–CY2027 PFS proposed and
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# final rules (dev/scripts/llm_vocab_candidates.py over fr_anchors) and the
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# hand code families; curated by hand. Slugs are stable once published —
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# retire a theme by moving it to `retired:` rather than deleting it, and
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# bump `version` whenever a slug, definition or synonym list changes, since
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# every tag run records the version it used.
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version: 2
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themes:
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- slug: conversion-factor
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label: Conversion factor and payment update
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definition: The annual PFS conversion factor, statutory update percentage, budget-neutrality adjustment, or the overall payment cut or increase.
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synonyms: [conversion factor, CF, payment update, budget neutrality, statutory update, payment cut, physician payment cut]
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sections: [Conversion Factor, Physician Fee Schedule Update, Budget Neutrality]
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- slug: practice-expense
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label: Practice expense RVUs
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definition: Practice expense methodology, direct and indirect PE inputs, clinical labor pricing, supply and equipment pricing, or the PE/HR survey data.
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synonyms: [practice expense, PE RVU, clinical labor, supply pricing, equipment pricing, indirect practice expense, PE/HR, AMA PPIS survey]
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sections: [Determination of Practice Expense (PE) Relative Value Units (RVUs), Practice Expense Methodology]
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- slug: work-rvu
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label: Work RVUs and code valuation
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definition: Physician work RVUs, RUC recommendations, time assumptions, or the valuation of specific CPT/HCPCS codes.
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synonyms: [work RVU, RUC recommendation, valuation of specific codes, intraservice time, survey data, code valuation]
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sections: [Valuation of Specific Codes, Work RVUs]
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- slug: malpractice-rvu
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label: Malpractice RVUs
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definition: Malpractice (MP) RVU methodology, premium data, or specialty risk factors.
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synonyms: [malpractice RVU, MP RVU, professional liability insurance premium, risk factor]
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sections: [Determination of Malpractice Relative Value Units (RVUs)]
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- slug: misvalued-codes
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label: Potentially misvalued codes
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definition: Identification, review or revaluation of potentially misvalued services, including the statutory misvalued-code target.
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synonyms: [misvalued, potentially misvalued codes, misvalued code target, revaluation]
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sections: [Potentially Misvalued Services Under the PFS]
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- slug: gpci-localities
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label: GPCIs and payment localities
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definition: Geographic practice cost indices, locality definitions, or geographic adjustment of payment.
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synonyms: [GPCI, geographic practice cost index, payment locality, locality, geographic adjustment, work GPCI floor]
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sections: [Geographic Practice Cost Indices (GPCIs), Payment Localities]
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- slug: telehealth
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label: Medicare telehealth services
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definition: The Medicare telehealth services list, originating-site and geographic restrictions, audio-only, virtual direct supervision, or telehealth flexibilities after the public health emergency.
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synonyms: [telehealth, telemedicine, audio-only, originating site, distant site, virtual supervision, telehealth list, home as originating site]
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sections: [Medicare Telehealth Services, Payment for Medicare Telehealth Services Under Section 1834(m) of the Act]
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- slug: communication-technology-services
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label: Communication technology-based services
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definition: Virtual check-ins, e-visits, remote evaluation of images, interprofessional consultations and other communication technology-based services that are not telehealth.
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synonyms: [virtual check-in, e-visit, online digital E/M, interprofessional consultation, remote evaluation, CTBS, G2012, 99421]
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sections: [Communication Technology-Based Services (CTBS)]
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- slug: remote-monitoring
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label: Remote physiologic and therapeutic monitoring
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definition: Remote physiologic monitoring (RPM) or remote therapeutic monitoring (RTM) codes, device supply days, or monitoring time requirements.
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synonyms: [remote physiologic monitoring, RPM, remote therapeutic monitoring, RTM, 99454, 99457, 98977, 16 days]
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sections: [Remote Physiologic Monitoring]
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- slug: evaluation-management
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label: Evaluation and management visits
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definition: Office/outpatient, hospital, nursing facility or home E/M visit coding, documentation guidelines, level selection, prolonged services, or split/shared visits.
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synonyms: [E/M, evaluation and management, office visit, 99213, 99214, prolonged services, split/shared, level selection, documentation guidelines]
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sections: [Evaluation & Management (E/M) Visits, Evaluation & Management (E/M) Guidelines and Care Management Services]
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- slug: visit-complexity-add-on
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label: Visit complexity add-on (G2211)
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definition: The office/outpatient visit complexity add-on code G2211, its use with modifier 25, or its budget impact.
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synonyms: [G2211, visit complexity, complexity add-on, longitudinal relationship, modifier 25]
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sections: [Visit Complexity]
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- slug: care-management
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label: Care management services
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definition: Chronic care management, principal care management, transitional care management, advanced primary care management, or other monthly care-management codes and their consent, staffing and time requirements.
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synonyms: [chronic care management, CCM, principal care management, PCM, transitional care management, TCM, advanced primary care management, APCM, 99490, 99439, G0556, care management]
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sections: [Care Management Services, Advanced Primary Care Management]
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- slug: behavioral-health
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label: Behavioral health integration and services
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definition: Behavioral health integration, collaborative care, psychotherapy, marriage and family therapists and mental health counselors, or crisis and safety-planning services.
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synonyms: [behavioral health, mental health, collaborative care, BHI, psychotherapy, MFT, MHC, safety planning, crisis psychotherapy, community health integration]
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sections: [Behavioral Health Services]
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- slug: opioid-treatment
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label: Opioid treatment programs and substance use disorder
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definition: Opioid treatment program bundled payments, medications for opioid use disorder, or substance use disorder treatment via telehealth.
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synonyms: [opioid treatment program, OTP, medication for opioid use disorder, MOUD, buprenorphine, methadone, substance use disorder, SUD]
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sections: [Requirements for Opioid Treatment Programs (OTP)]
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- slug: caregiver-training
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label: Caregiver training services
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definition: Caregiver training services furnished to a patient's caregivers, with or without the patient present.
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synonyms: [caregiver training, CTS, 97550, 96202]
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sections: [Caregiver Training Services]
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- slug: community-health-social-needs
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label: Community health integration and social needs
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definition: Community health integration, principal illness navigation, social determinants of health risk assessment, or community health worker services.
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synonyms: [community health integration, CHI, principal illness navigation, PIN, social determinants of health, SDOH risk assessment, community health worker, G0019, G0136]
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sections: [Community Health Integration, Principal Illness Navigation]
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- slug: palliative-care
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label: Palliative and serious-illness care
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definition: Community-based palliative care, advance care planning, hospice interaction, or serious-illness care management.
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synonyms: [palliative care, advance care planning, ACP, serious illness, hospice, end-of-life]
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sections: [Request for Information on Community-Based Palliative Care]
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- slug: supervision
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label: Supervision requirements
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definition: Direct, general or virtual supervision of auxiliary personnel, incident-to services, or supervision of diagnostic tests and residents.
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synonyms: [direct supervision, general supervision, incident to, incident-to, supervision of residents, virtual presence, teaching physician]
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sections: [Direct Supervision by Interactive Telecommunications Technology, Teaching Physician Documentation Requirements]
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- slug: non-physician-practitioners
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label: Non-physician practitioners and scope
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definition: Nurse practitioners, physician assistants, clinical nurse specialists, therapists or other non-physician practitioners' billing, supervision or scope-of-practice policies.
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synonyms: [nurse practitioner, physician assistant, PA, NP, advanced practice, scope of practice, CRNA, non-physician practitioner, NPP]
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sections: [Physician Assistants, Nurse Practitioners]
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- slug: therapy-services
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label: Physical, occupational and speech therapy
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definition: Therapy services, therapy assistants and the CQ/CO modifiers, the KX modifier threshold, plan-of-care certification, or therapy supervision.
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synonyms: [physical therapy, occupational therapy, speech-language pathology, therapy assistant, CQ modifier, CO modifier, KX modifier, therapy threshold, plan of care]
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sections: [Therapy Services, Therapy Caps]
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- slug: drugs-biologicals
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label: Part B drugs and biologicals
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definition: Average sales price methodology, drug add-on percentages, biosimilars, discarded-drug refunds, or drug payment under Part B.
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synonyms: [average sales price, ASP, WAC, biosimilar, discarded drug, JW modifier, JZ modifier, Part B drug, drug payment, 340B]
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sections: [Part B Drug Payment, Payment for Biosimilar Biological Products]
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- slug: vaccines-preventive
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label: Vaccines and preventive services
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definition: Vaccine administration payment, preventive services coverage, screening services, or the Medicare Diabetes Prevention Program.
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synonyms: [vaccine administration, preventive services, screening, colorectal cancer screening, Medicare Diabetes Prevention Program, MDPP, hepatitis B vaccine, HIV PrEP]
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sections: [Medicare Diabetes Prevention Program, Preventive Services]
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- slug: skin-substitutes
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label: Skin substitutes and wound care
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definition: Payment or coding for skin substitute products, cellular and tissue-based products, or wound care services.
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synonyms: [skin substitute, cellular and tissue-based product, CTP, wound care, Q4 code, amniotic, dermal substitute]
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sections: [Skin Substitutes]
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- slug: dental-services
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label: Dental services
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definition: Medicare payment for dental services inextricably linked to covered medical services.
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synonyms: [dental, oral health, dental services, inextricably linked]
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sections: [Dental Services]
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- slug: global-surgery
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label: Global surgical packages
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definition: Global surgery periods, post-operative visit reporting, or the transfer-of-care modifier for global packages.
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synonyms: [global surgery, global period, 010-day, 090-day, post-operative visit, modifier 54, modifier 55, transfer of care, G0559]
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sections: [Global Surgery]
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- slug: anesthesia
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label: Anesthesia services
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definition: The anesthesia conversion factor, anesthesia base units, or anesthesia billing and supervision.
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synonyms: [anesthesia, anesthesia conversion factor, base units, CRNA, medical direction]
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sections: [Anesthesia Services, Anesthesia Conversion Factor]
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- slug: imaging-radiology
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label: Imaging and radiology
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definition: Diagnostic imaging payment, appropriate use criteria for advanced imaging, or radiology assistants and supervision.
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synonyms: [imaging, radiology, appropriate use criteria, AUC, clinical decision support, CT, MRI, radiologist assistant]
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sections: [Appropriate Use Criteria for Advanced Diagnostic Imaging Services]
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- slug: laboratory
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label: Clinical laboratory fee schedule
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definition: The clinical laboratory fee schedule, private payer rate reporting, specimen collection, or laboratory test payment.
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synonyms: [clinical laboratory fee schedule, CLFS, private payor rate, PAMA, laboratory test, specimen collection]
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sections: [Clinical Laboratory Fee Schedule]
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- slug: ambulance
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label: Ambulance services
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definition: The ambulance fee schedule, ground or air ambulance payment, or ambulance cost data collection.
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synonyms: [ambulance, ambulance fee schedule, ground ambulance, air ambulance, ambulance cost collection]
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sections: [Ambulance Fee Schedule]
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- slug: dme-supplies
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label: Durable medical equipment and supplies
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definition: DME infusion drugs, DMEPOS competitive bidding, or supplies furnished with physician services.
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synonyms: [durable medical equipment, DME, DMEPOS, infusion drugs, competitive bidding]
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sections: [Payment for DME Infusion Drugs]
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- slug: esrd-dialysis
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label: ESRD and dialysis services
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definition: Monthly capitation payment for ESRD-related services, home dialysis, or kidney disease education.
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synonyms: [ESRD, dialysis, monthly capitation payment, MCP, home dialysis, kidney disease education]
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sections: [Monthly Capitation Payment (MCP) for ESRD-Related Services]
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- slug: rhc-fqhc
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label: Rural health clinics and FQHCs
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definition: Payment or care-coordination policies for rural health clinics and federally qualified health centers.
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synonyms: [rural health clinic, RHC, federally qualified health center, FQHC, G0511, all-inclusive rate]
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sections: [Rural Health Clinics (RHCs) and Federally Qualified Health Centers (FQHCs)]
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- slug: rural-access
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label: Rural and underserved access
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definition: Access to care in rural or underserved areas, workforce shortages, or health equity concerns raised about a policy's effect on access.
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synonyms: [rural, underserved, health equity, access to care, workforce shortage, health professional shortage area, HPSA]
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sections: [Health Equity]
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- slug: shared-savings-program
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label: Medicare Shared Savings Program
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definition: Shared Savings Program ACO participation, benchmarking, risk tracks, quality reporting, beneficiary assignment, or advance investment payments.
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synonyms: [Shared Savings Program, MSSP, accountable care organization, ACO, benchmark, ENHANCED track, BASIC track, beneficiary assignment, advance investment payment]
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sections: [Medicare Shared Savings Program]
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- slug: quality-payment-program
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label: Quality Payment Program and MIPS
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definition: MIPS categories, MIPS Value Pathways, scoring, performance thresholds, or the QPP reporting requirements.
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synonyms: [Quality Payment Program, QPP, MIPS, MIPS Value Pathway, MVP, performance threshold, promoting interoperability, cost category, improvement activities]
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sections: [Updates to the Quality Payment Program]
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- slug: advanced-apm
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label: Advanced APMs and APM incentives
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definition: Advanced alternative payment model participation, qualifying participant thresholds, the APM incentive payment, or the APM conversion factor.
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synonyms: [advanced APM, alternative payment model, qualifying participant, QP threshold, APM incentive, APM conversion factor]
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sections: [Advanced Alternative Payment Models]
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- slug: quality-measures
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label: Quality measures and reporting
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definition: Specific quality measures, measure specifications, electronic clinical quality measures, or measure reporting burden.
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synonyms: [quality measure, eCQM, measure specification, reporting burden, measure set, benchmarking of measures]
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sections: [Quality Measures]
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- slug: innovation-models
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label: Innovation Center models
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definition: CMS Innovation Center models and demonstrations, including primary care, kidney, oncology or radiation models.
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synonyms: [Innovation Center, CMMI, model, demonstration, Primary Care First, ACO REACH, oncology care model, radiation oncology model]
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sections: [Innovation Center Models]
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- slug: self-referral
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label: Physician self-referral law
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definition: Stark law exceptions, the annual code list update, or self-referral compliance.
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synonyms: [self-referral, Stark, physician self-referral law, designated health services]
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sections: [Physician Self-Referral Law]
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- slug: enrollment-program-integrity
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label: Enrollment and program integrity
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definition: Provider enrollment requirements, revocations, prior authorization, fraud, waste and abuse controls, or medical review.
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synonyms: [enrollment, revocation, program integrity, fraud waste and abuse, prior authorization, medical review, overpayment, audit]
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sections: [Medicare Provider Enrollment, Program Integrity]
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- slug: coverage-policy
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label: Coverage and benefit categories
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definition: Whether a service is a covered Medicare benefit, benefit-category determinations, or national coverage policy raised in the rule.
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synonyms: [coverage, benefit category, covered service, national coverage determination, NCD, reasonable and necessary]
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sections: [Coverage]
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- slug: beneficiary-cost-sharing
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label: Beneficiary cost sharing
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definition: Coinsurance, deductibles, or beneficiary out-of-pocket effects of a payment policy.
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synonyms: [cost sharing, coinsurance, deductible, out-of-pocket, beneficiary liability, copay]
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sections: [Telehealth Modalities and Cost-sharing]
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- slug: administrative-burden
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label: Administrative burden and documentation
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definition: Documentation, paperwork, reporting or compliance burden imposed on practices, including collection-of-information estimates.
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synonyms: [administrative burden, documentation burden, paperwork, compliance burden, collection of information, patients over paperwork, prior authorization burden]
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sections: [Collection of Information Requirements]
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- slug: regulatory-impact
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label: Regulatory impact and specialty impacts
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definition: The regulatory impact analysis, specialty-level payment impact tables, or estimated effects on practices and beneficiaries.
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synonyms: [regulatory impact analysis, impact table, specialty impact, Table 118, estimated impact, small entities]
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sections: [Regulatory Impact Analysis]
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- slug: medicare-economic-index
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label: Medicare Economic Index and cost weights
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definition: The Medicare Economic Index, its rebasing or revised cost-share weights, and their effect on RVU allocation.
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synonyms: [Medicare Economic Index, MEI, cost share weights, rebasing]
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sections: [The Percentage Change in the Medicare Economic Index (MEI)]
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- slug: efficiency-adjustment
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label: Efficiency adjustment to work RVUs
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definition: An across-the-board efficiency adjustment to work RVUs or intraservice time for non-time-based services.
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synonyms: [efficiency adjustment, efficiency gains, across-the-board reduction, non-time-based services]
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sections: [Efficiency Adjustment]
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- slug: site-of-service
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label: Site of service and facility payment
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definition: Facility versus non-facility payment, site-neutral policies, hospital outpatient department comparisons, or indirect PE by setting.
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synonyms: [site of service, site neutral, facility rate, non-facility rate, hospital outpatient department, HOPD, office-based]
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sections: [Site of Service]
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- slug: hospice-home-health
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label: Hospice and home health interaction
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definition: Hospice face-to-face encounters, homebound status, home health certification, or physician services interacting with hospice and home health benefits.
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synonyms: [hospice, home health, face-to-face encounter, homebound, certification of home health]
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sections: [Clarification of Homebound Status Under the Medicare Home Health Benefit, Telehealth and the Medicare Hospice Face-to-Face Encounter Requirement]
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- slug: interoperability-health-it
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label: Health IT and interoperability
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definition: Certified EHR technology, promoting interoperability requirements, data exchange, or the EHR incentive programs.
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synonyms: [electronic health record, EHR, certified EHR technology, CEHRT, interoperability, health information exchange, promoting interoperability]
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sections: [Medicare EHR Incentive Program, Medicaid Promoting Interoperability Program Requirements]
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- slug: price-transparency
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label: Price transparency
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definition: Public disclosure of prices, charges or payment rates to beneficiaries.
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synonyms: [price transparency, charge transparency, disclosure of prices]
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sections: [Request for Information on Price Transparency]
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- slug: covid-phe
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label: COVID-19 public health emergency flexibilities
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definition: Policies tied to the COVID-19 public health emergency and their extension or expiration.
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synonyms: [public health emergency, PHE, COVID-19, pandemic, flexibilities, waiver]
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sections: [Counting of Resident Time During the PHE for the COVID-19 Pandemic]
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- slug: data-requests-rfi
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label: Requests for information
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definition: Responses to a request for information or comment solicitation rather than a specific proposal.
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synonyms: [request for information, RFI, comment solicitation, seeking comment, solicit feedback]
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sections: [Requests for Information]
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- slug: coding-descriptors
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label: Coding and code descriptors
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definition: Creation, deletion or crosswalk of CPT/HCPCS codes, code descriptors, or bundling of services into other codes.
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synonyms: [new code, deleted code, HCPCS code, G code, crosswalk, bundled, code descriptor, CPT Editorial Panel, unbundle]
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sections: [Proposed Valuation of Specific Codes]
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- slug: modifier-25-same-day
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label: Same-day procedures with an E/M visit (modifier 25)
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definition: Payment reduction or policy for a procedure furnished on the same day as an E/M visit billed with modifier 25, or multiple-procedure payment reductions.
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synonyms: [modifier 25, modifier -25, same-day procedure, same day visit, 50 percent reduction, multiple procedure payment reduction, come back for a second visit]
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sections: [Payment for Procedures Furnished With an E/M Visit]
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- slug: lactation-services
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label: Lactation care services
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definition: New lactation care service codes, who may furnish them, and their payment or supervision conditions.
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synonyms: [lactation, lactation consultant, IBCLC, breastfeeding, 978XX, lactation care services]
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sections: [Lactation Care Services]
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- slug: health-coaching
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label: Health and wellness coaching
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definition: Health and wellness coaching services (CPT 0591T–0593T), their national payment and conditions of payment.
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synonyms: [health coaching, wellness coaching, health and well-being coaching, 0591T, 0592T, 0593T, nurse coach]
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sections: [Health Coaching]
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- slug: radiation-therapy
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label: Radiation therapy and proton treatment
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definition: Payment or coverage for radiation oncology, proton beam therapy, or radiation treatment delivery codes.
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synonyms: [radiation therapy, radiation oncology, proton therapy, proton beam, treatment delivery, IMRT]
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sections: [Radiation Therapy Services]
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retired: []
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