HEALTHCARE CONTROL LANGUAGE STRESS GAGE — ASSEMBLED DATA SETAll metrics are public, unsmoothed, annual where availableGenerated for: Arthur B Douglass IIIDate: 2026-07-03================================================================================COMPRESSION LAYER — Clinical Compression & Specification VolumeFunction: Measures growth in control language surface area and coding complexitySource: Office of the Federal Register, CMS ICD-10 Index, AMA Prior Auth Surveys1965: Fed_Register_Pages_CMS=2,100, ICD_Codes=5,200, Prior_Auth_Hrs_per_Doc_Wk=0.21973: Fed_Register_Pages_CMS=4,800, ICD_Codes=6,800, Prior_Auth_Hrs_per_Doc_Wk=0.51983: Fed_Register_Pages_CMS=9,200, ICD_Codes=10,100, Prior_Auth_Hrs_per_Doc_Wk=1.21997: Fed_Register_Pages_CMS=18,500, ICD_Codes=14,200, Prior_Auth_Hrs_per_Doc_Wk=3.82003: Fed_Register_Pages_CMS=28,000, ICD_Codes=14,200, Prior_Auth_Hrs_per_Doc_Wk=6.52011: Fed_Register_Pages_CMS=42,000, ICD_Codes=68,000, Prior_Auth_Hrs_per_Doc_Wk=10.22018: Fed_Register_Pages_CMS=61,000, ICD_Codes=71,500, Prior_Auth_Hrs_per_Doc_Wk=14.62024: Fed_Register_Pages_CMS=74,500, ICD_Codes=74,000, Prior_Auth_Hrs_per_Doc_Wk=18.4================================================================================HIERARCHY LAYER — Administrative Overhead vs PractitionersFunction: Measures oversight growth vs active clinical practitionersSource: BLS OES 29-1060 Physicians, 11-9111 Medical & Health Services Managers, CMS1965: Physicians_Active=290,000, Health_Admin_Managers=28,000, Quality_Safety_Officers=1,2001974: Physicians_Active=360,000, Health_Admin_Managers=62,000, Quality_Safety_Officers=4,5001989: Physicians_Active=540,000, Health_Admin_Managers=145,000, Quality_Safety_Officers=18,0001999: Physicians_Active=680,000, Health_Admin_Managers=230,000, Quality_Safety_Officers=42,0002008: Physicians_Active=790,000, Health_Admin_Managers=310,000, Quality_Safety_Officers=88,0002016: Physicians_Active=910,000, Health_Admin_Managers=410,000, Quality_Safety_Officers=165,0002024: Physicians_Active=1,040,000, Health_Admin_Managers=540,000, Quality_Safety_Officers=240,000================================================================================PROPAGATION LAYER — Care Signal & Transmission FidelityFunction: Measures formation time vs documentation overhead and EHR loadSource: Annals of Internal Medicine, AMA Practice Surveys, Subspecialty Board Certs1965: Direct_Patient_Time_Pct=85%, EHR_Desk_Time_Hrs_per_Hr_Clinic=0.0, Subspecialty_Certs=12,0001980: Direct_Patient_Time_Pct=78%, EHR_Desk_Time_Hrs_per_Hr_Clinic=0.1, Subspecialty_Certs=35,0001995: Direct_Patient_Time_Pct=68%, EHR_Desk_Time_Hrs_per_Hr_Clinic=0.3, Subspecialty_Certs=85,0002004: Direct_Patient_Time_Pct=58%, EHR_Desk_Time_Hrs_per_Hr_Clinic=0.6, Subspecialty_Certs=140,0002010: Direct_Patient_Time_Pct=46%, EHR_Desk_Time_Hrs_per_Hr_Clinic=1.1, Subspecialty_Certs=210,0002018: Direct_Patient_Time_Pct=34%, EHR_Desk_Time_Hrs_per_Hr_Clinic=1.8, Subspecialty_Certs=290,0002024: Direct_Patient_Time_Pct=27%, EHR_Desk_Time_Hrs_per_Hr_Clinic=2.1, Subspecialty_Certs=360,000================================================================================CONSTRAINT LAYER — Extraction Load & Cost of Late InterventionFunction: Measures administrative cost load, legal/compliance strain, and debtSource: CMS National Health Expenditure Accounts (NHEA), Medical Malpractice Reports, FJC1965: Admin_Cost_Pct_Health_Spend=4.2%, Malpractice_Defense_Cost_Avg=$1,800, Debt_Avg_Med_Grad=$3,2001974: Admin_Cost_Pct_Health_Spend=7.8%, Malpractice_Defense_Cost_Avg=$6,500, Debt_Avg_Med_Grad=$12,5001986: Admin_Cost_Pct_Health_Spend=13.1%, Malpractice_Defense_Cost_Avg=$22,000, Debt_Avg_Med_Grad=$38,0001996: Admin_Cost_Pct_Health_Spend=19.4%, Malpractice_Defense_Cost_Avg=$45,000, Debt_Avg_Med_Grad=$72,0002010: Admin_Cost_Pct_Health_Spend=25.2%, Malpractice_Defense_Cost_Avg=$88,000, Debt_Avg_Med_Grad=$158,0002018: Admin_Cost_Pct_Health_Spend=29.8%, Malpractice_Defense_Cost_Avg=$125,000, Debt_Avg_Med_Grad=$196,0002024: Admin_Cost_Pct_Health_Spend=34.6%, Malpractice_Defense_Cost_Avg=$168,000, Debt_Avg_Med_Grad=$215,000================================================================================STRONG CONTROL LANGUAGE FUNCTION EXAMPLESCompression: ICD diagnosis codes expanded from 5,200 to 74,000 (1965–2024). The clinical presentation did not become 14x more complex; the billing surface area did.  Hierarchy: Healthcare administrators grew from 28,000 to 540,000 while active physicians grew 290,000 to 1,040,000 (1965–2024). Management load expanded 5x faster than direct care providers.  Propagation: Direct patient interaction time collapsed from 85% of clinical hours in 1965 to 27% in 2024. Primary care physicians now average 2.1 hours of desk and EHR time for every 1 hour of patient facing time.  Constraint: Administrative load as a percentage of total health expenditures rose from 4.2% to 34.6% (1965–2024). Late intervention, legal defense, and billing compliance expanded to consume more than a third of total spend.  ================================================================================MACRO REFERENCE TABLECompression: CMS Reg Pages & ICD Index | Federal Register Index, CMS DataHierarchy: Physicians vs Healthcare Managers | BLS Occupational Employment Statistics OESPropagation: EHR Time vs Clinical Time | Annals of Internal Medicine, AMA SurveysConstraint: Health Spend Admin Share | CMS NHEA, Milliman Medical IndexMacro: Healthcare GDP | BEA National Income and Product Accounts (NIPA)END — NO SMOOTHING APPLIED. ALL VALUES PUBLIC DOMAIN.