I want to get continuous structured data on emerging medical risk indicators, mortality trends, and competitive underwriting guidelines from public health databases, medical research publications, and competitor insurance provider documentation.
Access continuous insights on medical risks and mortality trends — automated intelligence for smarter underwriting decisions
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Goal
I want to get continuous structured data on emerging medical risk indicators, mortality trends, and competitive underwriting guidelines from public health databases, medical research publications, and competitor insurance provider documentation.
Source coverage
- cdc.gov
- nih.gov
- who.int
- pubmed.ncbi.nlm.nih.gov
- healthdata.gov
- cms.gov
- insurance.ca.gov
- aamc.org
- insurancedata.com
- kff.org
- jamanetwork.com
- nber.org
Sample data
Illustrative sample data from the original configuration, not live or verified results.
| id | Source | Indicator | Value | 95% CI | Geography | Age Group | Trend | Last Updated | Notes |
|---|---|---|---|---|---|---|---|---|---|
| 1 | cdc.gov | All-cause mortality rate (per 100k) | 862.4 | 872.0–852.8 | United States (national) | All ages | Upward (3.2% vs prior year) | 2026-02-02 | Provisional NVSS weekly estimate; increases concentrated in heart disease and unintentional injury codes |
| 2 | nih.gov | Long COVID prevalence | 8.9% | 8.1%–9.7% | United States (sample survey) | 18+ | Stable | 2026-02-03 | NIH RECOVER interim analysis; self-reported symptoms >12 weeks post-infection |
| 3 | who.int | Influenza A(H3N2) hospitalization rate (per 100k) | 15.6 | 13.9–17.3 | Global (selected high-income countries) | 65+ | Rising | 2026-02-01 | FluNet sentinel surveillance; early-season surge in northern hemisphere |
| 4 | pubmed.ncbi.nlm.nih.gov | Relative risk: dementia after severe COVID | 1.42 | 1.25–1.61 | Multi-country cohort meta-analysis | 50+ | Elevated risk (compared to uninfected) | 2026-02-02 | Peer-reviewed cohort meta-analysis published online; adjusted for comorbidities |
| 5 | healthdata.gov | Opioid overdose ED visit rate (per 100k) | 42.7 | 40.2–45.3 | US - state median | 25–44 | Decreasing (−4.5% 4-week) | 2026-02-03 | Syndromic surveillance; some states still report increases |
| 6 | cms.gov | 30-day post-discharge readmission rate (%) | 12.1% | 11.8%–12.4% | United States - Medicare FFS | 65+ | Flat | 2026-02-02 | CMS Hospital Compare 30-day metric; downward improvements in CHF observed |
| 7 | insurance.ca.gov | Underwriting BMI cutoff for preferred rate | <27.5 kg/m² | N/A | California | 18–65 | No change | 2026-02-03 | Regulatory bulletin summarizing insurer guideline updates; standard limits retained |
| 8 | aamc.org | Physician workforce vacancy rate (%) | 6.8% | 6.2%–7.4% | United States - rural counties | All ages (provider metric) | Worsening | 2026-02-01 | AAMC state workforce survey; shortages greatest in psychiatry and primary care |
| 9 | insurancedata.com | Avg. term life application decline rate (%) | 9.3% | 8.7%–9.9% | US market aggregated | 20–55 | Upward | 2026-02-03 | Aggregate of carrier underwriting outcomes; increases tied to cardiometabolic indicators |
| 10 | kff.org | Uninsured rate (%) | 8.6% | 8.2%–9.0% | United States | 18–64 | Declining | 2026-02-02 | KFF analysis of CPS supplement; Medicaid expansion states show larger declines |
| 11 | jamanetwork.com | Excess deaths attributable to heat (per 100k) | 3.2 | 2.6–3.8 | United States - summer months | 65+ | Increasing | 2026-02-01 | Time-series analysis linking temperature anomalies to mortality; urban heat islands major driver |
| 12 | nber.org | Relative mortality risk - uninsured vs insured | 1.18 | 1.10–1.26 | United States (panel study) | 25–64 | Persistent disparity | 2026-02-03 | Longitudinal study using NHIS-NDI linkage; controls for SES and comorbidities |
| 13 | cdc.gov | COVID-19 vaccine effectiveness vs hospitalization (%) | 72 | 68–76 | United States - adults | 18+ | Slight decline vs prior season | 2026-02-04 | VE estimated from IVY network; waning observed in older adults |
| 14 | nih.gov | Newly reported adverse event: myocarditis post-mRNA (%) | 0.006% | 0.004%–0.008% | US passive surveillance | 12–29 males | Stable low incidence | 2026-02-02 | VAERS/active surveillance synthesis; clinical course typically mild |
| 15 | who.int | Measles incidence (per 100k) | 1.9 | 1.5–2.3 | Global - LMIC focal areas | <5 | Localized outbreaks | 2026-02-01 | Supplemental immunization activity reported in three countries; coverage gaps cited |
| 16 | pubmed.ncbi.nlm.nih.gov | Hazard ratio: cancer mortality with diabetes | 1.27 | 1.15–1.39 | Systematic review - multi-country | 40+ | ElevatedRisk | 2026-02-03 | Meta-analysis of cohort studies; heterogeneity by cancer type |
| 17 | healthdata.gov | COVID-19 wastewater viral load (copies/ml) | 1.8e5 | 1.5e5–2.1e5 | US metro sentinel | All ages (community) | Rising (2-week) | 2026-02-04 | Wastewater Surveillance System; correlates with clinical case uptick |
| 18 | cms.gov | Average monthly Medicare Advantage premium ($) | $26.40 | $25.80–$26.95 | United States - national average | 65+ | Slight increase | 2026-02-02 | MA rate filings aggregated; plan benefit enhancements observed |
| 19 | insurance.ca.gov | Preferred smoker surcharge (%) | 35 | N/A | California | 18–65 | Stable | 2026-02-03 | Consumer rate guidance; reflects actuarial loading for tobacco use |
| 20 | aamc.org | Medical school enrollment growth (%) | 2.1 | 1.8–2.4 | United States | All ages (applicants) | Gradual increase | 2026-02-01 | AAMC AMCAS cycle preliminary data; growth concentrated in osteopathic programs |
| 21 | insurancedata.com | Avg. age at underwriting decline for cardiovascular risk | 54.7 years | 53.9–55.5 | US carriers aggregated | 50–65 | Lowering threshold | 2026-02-03 | Underwriting policy scan; some carriers tightening on lipids/BP readings |
| 22 | kff.org | Medicaid enrollment change (%) | +1.4 | +1.1–+1.7 | United States - year-over-year | All ages | Upward | 2026-02-02 | Post-reform enrollment shifts; states with expanded eligibility show larger gains |
| 23 | jamanetwork.com | 30-day mortality after hip fracture (%) | 8.5 | 7.9–9.1 | US hospital registry analysis | 75+ | Stable to slight decline | 2026-02-01 | Quality improvement initiatives linked to modest mortality reduction |
| 24 | nber.org | Excess mortality associated with economic downturn | +2.6 per 100k | +1.1–+4.1 | US counties (economic shock study) | 25–64 | Associated increase | 2026-02-03 | Difference-in-differences design; largest effects in opioid-affected counties |
| 25 | cdc.gov | Pneumococcal vaccination coverage (%) | 64.3 | 63.5–65.1 | United States - adults 65+ | 65+ | Slow increase | 2026-02-04 | NIS-Adult provisional estimates; racial disparities persist |
| 26 | nih.gov | New biomarker: circulating mtDNA associated with mortality HR | 1.34 | 1.15–1.56 | Cohort study (US & Europe) | 50+ | Proposed risk marker | 2026-02-02 | Biomarker study in preprint; needs external validation |
| 27 | who.int | Antimicrobial resistance: carbapenem-resistant Enterobacterales prevalence (%) | 6.2 | 5.4–7.0 | Global hospital surveillance | All ages | Gradual increase | 2026-02-01 | GLASS network summary; highest in APAC region |
| 28 | pubmed.ncbi.nlm.nih.gov | Risk ratio: severe COVID-19 with obesity (BMI≥30) | 1.58 | 1.41–1.77 | Meta-analysis - adult cohorts | 18+ | Consistent elevated risk | 2026-02-03 | Dose-response noted with higher BMI categories |
Insights and analytics
- Current Emerging Medical Risk Indicators (metric)
- Mortality Trends Over Time (line)
- Distribution of Risk Indicators by Source (donut)
- Top 10 Emerging Risk Indicators (bar)
- Underwriting Guidelines by Competitor (horizontal_bar)
- Cumulative Mortality Trends (area)
- Detailed Risk Indicators and Sources (table)
- Total Research Publications Reviewed (metric)
- Trends in Underwriting Changes Over Time (line)
- Proportion of Risk Data from Public Health vs. Competitors (pie)
- Key Observations on Emerging Risks (insights)
- Recent Competitor Underwriting Guidelines (table)
Change notifications
- New Risk Indicator Detected — identified in recent CDC data cdc.gov
- Mortality Trend Updated — showing significant increase nih.gov
- Underwriting Guidelines Change — new criteria published by competitors insurancedata.com
- New Competitor Insurance Plan — launched by XYZ Insurance insurance.ca.gov
- Data Availability Change — updated data set from healthdata.gov healthdata.gov
Integrations and delivery
- api
- snowflake
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