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Big Cities Health Coalition AI Use Case Catalog
Types of AI

Classification & NLP

Sorts, tags or extracts information from text.

4 use casesRefine these 4 in use cases →

Use cases tagged Classification & NLP

  • Wastewater surveillance trend alerts
    Dashboard

    Stage: In productionOrganization: Harborview Metro Health District

    Wastewater surveillance trend alerts

    Result in one line: Epi team saw the winter flu rise nine days before case reports confirmed it

    Watches the weekly wastewater sampling results for the metro's five treatment plants, flags statistically unusual rises for COVID, flu and RSV, and posts a short plain-language alert to the epi team's channel before the Monday briefing.

    • Epidemiology & surveillance
    • Data & informatics
    Skills needed to set it up: Analyst or data scientist Readiness: Guided setup Readiness: Needs customization4 more
  • Triage queue listing seven ranked syndromic signals with area, what changed, signal strength and status.
    Featured Source code

    Stage: PilotOrganization: Lakeshore City Department of Public Health

    Syndromic surveillance signal triage assistant

    Result in one line: Cut daily alert review from 90 to 30 minutes for two analysts

    Reads the daily syndromic alert export, drafts a plain-language note for each signal, and ranks the ones an epidemiologist should open first.

    • Epidemiology & surveillance
    • Data & informatics
    Skills needed to set it up: Analyst or data scientist Readiness: Needs customization Readiness: Human review built in3 more
  • Clause summary table listing indemnification, data ownership and other clauses with plain-language summaries and comparison flags.
    Vendor product

    Stage: PilotOrganization: Summit Ridge County Health Department

    Contract clause summaries for procurement review

    Result in one line: Cut first-pass contract review from five business days to one

    Vendor tool that extracts clauses from scanned agreements, summarizes them in plain language, and flags gaps against our standard terms.

    • Finance, procurement & contracts
    • Legal & compliance
    Skills needed to set it up: Contractor or vendor Readiness: Needs a paid license Readiness: Needs a data agreement3 more
  • Inspector queue showing translated complaints with the original language, assigned category, urgency tier and routing status.
    Featured Cloud deployment

    Stage: In productionOrganization: Riverbend County Public Health

    Multilingual environmental complaint intake

    Result in one line: Median time from complaint to routed work order fell from two days to four minutes

    Translates and classifies resident complaints about rodents, mold, noise and air quality from the 311 feed and web forms into inspector work orders.

    • Environmental health
    • Communications & outreach
    • 1 more area of work
    Skills needed to set it up: Contractor or vendor Readiness: Needs customization Readiness: Needs a contractor4 more