Overview

Agona East District malaria outreach support
Online · 0 pendingMALAGUIDE 2.0 MVP

Program Overview

Live totals are calculated from outreach records saved in the central program database.

Outreaches
0
People Reached
0
High Priority
0
Medium Priority
0

Recent Outreach Activity

Priority Snapshot

How the dashboard works

Central prototype database: outreach records are loaded from the Render backend so different devices can work with the same dataset. This pilot should use only non-identifiable program data.
The dashboard starts empty. When a volunteer saves a new outreach record, the Overview updates immediately. High and Medium records are also added automatically to the Follow-up Tracker. Low priority records remain in the Overview but are not added to follow-up. If a record was entered by mistake, it can be deleted from the Overview or Follow-up Tracker. Clear All Data resets the entire saved outreach dataset after confirmation.

New Outreach

Capture a community malaria sensitization session and generate a follow-up priority.

Prototype data-use notice: Enter only non-identifiable program outreach information. Do not enter names, phone numbers, medical record numbers, diagnoses linked to individuals, or other personally identifiable health information.

Household Follow-up

Track coded households and scheduled follow-up without recording names in this MVP.

Use a generated household code only. Do not enter names, phone numbers or identifiable medical information.

Follow-up register

Community Risk and Hotspots

Explainable population-level signals calculated from outreach indicators. This is not individual diagnosis.

Community risk estimates

Privacy-preserving hotspot view

HighMediumLow

Markers represent aggregated community signals and do not show household coordinates.

Model explanation

The MVP combines reported ITN use, post-session knowledge, misconception severity, testing practice and season. It shows contributing indicators and uncertainty. A validated forecasting model will require historical case counts, rainfall, population denominators and later-period evaluation.

Follow-up Tracker

Only High and Medium priority records appear here automatically.

MalaGuide Field Note Analysis

Paste a volunteer field note. MalaGuide detects malaria education issues, explains the evidence, applies transparent weighted scoring, and recommends follow-up.

Analyze Volunteer Field Note

This version uses phrase patterns, spelling-tolerant matching, Ghana-context wording, and meaning groups rather than a single exact-keyword lookup.
Priority weights used in this prototype: medication without testing 30, pregnancy referral concern 30, dangerous misconception 20, mosquito-net shortage 18, interrupted session 12, flyer shortage 8.
Enter a field note to see the structured MalaGuide analysis.

Malaria Q&A Model

Ask simple questions about malaria causes, prevention, symptoms, testing, pregnancy and common beliefs.

Ask MalaGuide Assistant


Ask a malaria question to see a clear program-aligned response.

Monthly Reports

Generate an operational summary from the currently available outreach and follow-up records.

Select a month and generate the report.

Role and Data Access Preview

Preview how MalaGuide can adapt navigation and data scope for different programme roles.

MVP security note: this role selector demonstrates permissions in the interface. Production use requires server-verified accounts, secure sessions, audit logs and organization-specific access rules.

Education Center

Click any card to open detailed volunteer teaching guidance.