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"pack_title": "Substandard And Falsified Medicine Detection And Surveillance Gaps In Low- And Middle-Income Countries",
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"task_id": "source-inventory",
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"title": "Inventory quality-surveillance, field-survey, market-distribution, and regulatory data sources for SF medicines analysis",
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"owner_role": "literature-scout",
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"reviewer_needed": "domain-reviewer",
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"safety_risk": "medium",
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"done_condition": "At least six candidate data sources are classified as usable, limited, or rejected with explicit reasons covering sampling frame, test method, geographic grain, supply-chain tier, and substandard-versus-falsified disaggregation status.",
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These are the best entry tasks for a fresh contributor. Ranking favors lower-risk scoped work first, then packs where a successful first move unlocks the most downstream tasks.
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### 1. Oral Health Service Access And Dental Workforce Gaps In Low-Income Countries
- Task: `source-inventory` — Inventory school connectivity, mobile-network, and digital-learning data sources for low-income countries
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- Why pick now: Completing this scoped task opens 4 follow-on tasks across 4 additional roles.
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- Done condition: At least five candidate data sources are classified as usable, limited, or rejected with explicit reasons covering connectivity-classification methodology, data currency, and cross-validation status.
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### 3. Youth Skills Training And Employment Outcome Gaps In Low-Income Countries
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### 2. Youth Skills Training And Employment Outcome Gaps In Low-Income Countries
- Task: `source-inventory` — Inventory training-provider, employment-outcome, labor-market, and skills-mismatch data sources for LMICs
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- Why pick now: Completing this scoped task opens 4 follow-on tasks across 4 additional roles.
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- Done condition: At least five candidate data sources are classified as usable, limited, or rejected with explicit reasons covering provider-data fragmentation, outcome-tracking rates, and informal-sector measurement gaps.
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### 4. Stillbirth Measurement Gaps And Intrapartum Care Quality In High-Burden Countries
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### 3. Stillbirth Measurement Gaps And Intrapartum Care Quality In High-Burden Countries
- Task: `source-inventory` — Inventory stillbirth data sources across survey, CRVS, and facility systems
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- Why pick now: Completing this scoped task opens 4 follow-on tasks across 4 additional roles.
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- Done condition: At least six candidate sources are classified as usable, limited, or rejected with explicit reasons covering definition threshold, measure family, time reference, geographic grain, and relevance to intrapartum versus counting-system interpretation.
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### 5. Satellite-Driven Deforestation Detection And Species Loss Risk In The Amazon Basin
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### 4. Satellite-Driven Deforestation Detection And Species Loss Risk In The Amazon Basin
- Task: `source-inventory` — Inventory mycotoxin test data, climate suitability models, and post-harvest practice surveys for SSA aflatoxin risk mapping
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- Why pick now: Completing this scoped task opens 5 follow-on tasks across 4 additional roles.
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- Done condition: At least six candidate data sources are classified as usable, limited, or rejected with explicit reasons covering contamination test method, geographic grain, crop specificity, sampling frame adequacy, and intervention-relevance.
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### 12. Urban Pluvial Flooding Risk In South Asian Megacities
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### 11. Urban Pluvial Flooding Risk In South Asian Megacities
- Task: `source-inventory` — Inventory satellite impervious-surface, drainage, rainfall, flood-extent, and population data sources for South Asian megacities
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- Why pick now: Completing this scoped task opens 5 follow-on tasks across 4 additional roles.
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- Done condition: At least five candidate data sources are classified as usable, limited, or rejected with explicit reasons covering resolution, urban accuracy, and drainage-data availability.
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### 12. Substandard And Falsified Medicine Detection And Surveillance Gaps In Low- And Middle-Income Countries
- Task: `source-inventory` — Inventory quality-surveillance, field-survey, market-distribution, and regulatory data sources for SF medicines analysis
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- Risk: `medium`
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- Reviewer needed: `domain-reviewer`
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- Existing evidence records: 4
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- Downstream tasks unlocked: 5
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- Downstream high-risk tasks: 3
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- Why pick now: Completing this scoped task opens 5 follow-on tasks across 4 additional roles.
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- Done condition: At least six candidate data sources are classified as usable, limited, or rejected with explicit reasons covering sampling frame, test method, geographic grain, supply-chain tier, and substandard-versus-falsified disaggregation status.
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## Unlock Paths
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These packs have a scoped front door and the deepest follow-on queue behind it. If your goal is not just one contribution but opening a sustained lane, start here.
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| Role | Scoped now | Latent backlog | Share of all tasks | Share of latent tasks |
This pack is about evidence readiness for oral health access, not oral disease advocacy. The useful question is whether public sources can support sub-national service-access or workforce-gap analysis in low-income countries without pretending that country-level burden estimates are facility or district data.
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Do not treat a WHO burden fact, a dentist-density country indicator, or a general health-spending denominator as proof of local access. Those sources frame the problem; they do not locate the bottleneck.
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## Key Components
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-`problem.json` and `problem.md`: scope, decision wedge, and baseline facts.
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-`evidence.json` and `evidence.md`: dated source-family records and source-use notes.
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-`datasets.md`: usable, limited, and rejected source classifications.
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-`claims.json`: current falsifiable data-scarcity claim.
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-`tasks.json` and `task-map.md`: work queue and dependency order.
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-`validation.md`: validation, review, and replication gates.
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## Diagrams
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### Flowchart
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```mermaid
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flowchart TD
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A["WHO burden and workforce sources"] --> B["Source inventory"]
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B --> C["Country-by-country survey and source-year extraction"]
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C --> D["Sub-national data availability test"]
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D --> E["Gap analysis only if public grain is sufficient"]
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B -. "Reject country-level proxy as local access proof" .-> F["Boundary note"]
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