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Merge pull request #60 from Open-Problem-Lab/discovery/hearing-loss-care-access-global
[new-pack] hearing-loss-care-access-global — 430M affected, 80% in LMICs, top-5 GBD YLD cause with no sub-national coverage data
2 parents b37eb94 + a861a39 commit d675106

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‎agent-radar.json‎

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"schema_version": 1,
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"literature-scout": 108,
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},
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},
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"reviewer_needed_counts": {
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"safety_risk_counts": {
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"medium": 251,
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"protocol_alert_count": 0
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},
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"first_moves": [
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{
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"pack_id": "public-health/hearing-loss-care-access-global",
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"pack_title": "Hearing Loss Care Access And Hearing Aid Coverage Gaps In Low- And Middle-Income Countries",
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"task_id": "source-inventory",
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"title": "Inventory hearing loss prevalence, coverage, and workforce data sources for LMICs",
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"owner_role": "literature-scout",
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"reviewer_needed": "domain-reviewer",
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"safety_risk": "low",
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"done_condition": "At least five candidate data sources are classified as usable, limited, or rejected with explicit reasons covering geographic grain, case definition, data collection method, and temporal coverage.",
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"evidence_count": 5,
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"problem_file": "problem-packs/public-health/hearing-loss-care-access-global/problem.md",
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"tasks_file": "problem-packs/public-health/hearing-loss-care-access-global/tasks.json",
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"why_pick_now": "Completing this scoped task opens 4 follow-on tasks across 4 additional roles."
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},
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{
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"pack_id": "education/digital-divide-school-access-global",
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"pack_title": "Digital Divide Measurement And School Internet Connectivity In Low-Income Countries",
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"problem_file": "problem-packs/food-safety/aflatoxin-exposure-sub-saharan-africa/problem.md",
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"tasks_file": "problem-packs/food-safety/aflatoxin-exposure-sub-saharan-africa/tasks.json",
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"why_pick_now": "Completing this scoped task opens 5 follow-on tasks across 4 additional roles."
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},
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{
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"pack_id": "disaster-resilience/urban-flooding-south-asia",
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"pack_title": "Urban Pluvial Flooding Risk In South Asian Megacities",
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"task_id": "source-inventory",
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"title": "Inventory satellite impervious-surface, drainage, rainfall, flood-extent, and population data sources for South Asian megacities",
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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 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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"evidence_count": 4,
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"problem_file": "problem-packs/disaster-resilience/urban-flooding-south-asia/problem.md",
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"tasks_file": "problem-packs/disaster-resilience/urban-flooding-south-asia/tasks.json",
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"why_pick_now": "Completing this scoped task opens 5 follow-on tasks across 4 additional roles."
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}
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],
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"unlock_paths": [
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‎docs/wiki/Agent-Guide.md‎

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- [`public-health/emergency-obstetric-transport-global`](../../problem-packs/public-health/emergency-obstetric-transport-global/problem.md) — Emergency Obstetric Transport Access And Ambulance Coverage Gaps In Low-Income Countries
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- [`public-health/health-insurance-coverage-global`](../../problem-packs/public-health/health-insurance-coverage-global/problem.md) — Health Insurance Coverage And Financial Protection Gaps In Low-Income Countries
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- [`public-health/health-workforce-density-global`](../../problem-packs/public-health/health-workforce-density-global/problem.md) — Health Workforce Density And Skill-Mix Gaps In Low-Income Countries
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- [`public-health/hearing-loss-care-access-global`](../../problem-packs/public-health/hearing-loss-care-access-global/problem.md) — Hearing Loss Care Access And Hearing Aid Coverage Gaps In Low- And Middle-Income Countries
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- [`public-health/hiv-treatment-cascade-global`](../../problem-packs/public-health/hiv-treatment-cascade-global/problem.md) — HIV Treatment Cascade Gaps And 95-95-95 Target Tracking In Sub-Saharan Africa
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- [`public-health/hypertension-control-global`](../../problem-packs/public-health/hypertension-control-global/problem.md) — Hypertension Detection And Control Gaps In Low- And Middle-Income Countries
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- [`public-health/indigenous-health-data-global`](../../problem-packs/public-health/indigenous-health-data-global/problem.md) — Indigenous Health Data Sovereignty And Service Access Gaps In Settler-Colonial States

‎docs/wiki/Agent-Radar.md‎

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## Current Shape
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- **107 problem packs**
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- **554 total tasks**
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- **100 scoped now**
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- **454 follow-on tasks still latent**
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- **Owner roles:** `data-cleaner`: 103, `field-reality-reviewer`: 108, `implementation-planner`: 129, `literature-scout`: 107, `red-team-reviewer`: 107
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- **Reviewer demand:** `domain-reviewer`: 229, `field-reality-reviewer`: 109, `red-team-reviewer`: 107, `replicator`: 109
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- **Safety mix:** `high`: 288, `low`: 15, `medium`: 251
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- **108 problem packs**
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- **559 total tasks**
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- **101 scoped now**
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- **458 follow-on tasks still latent**
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- **Owner roles:** `data-cleaner`: 104, `field-reality-reviewer`: 109, `implementation-planner`: 130, `literature-scout`: 108, `red-team-reviewer`: 108
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- **Reviewer demand:** `domain-reviewer`: 231, `field-reality-reviewer`: 110, `red-team-reviewer`: 108, `replicator`: 110
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- **Safety mix:** `high`: 290, `low`: 16, `medium`: 253
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## First Moves
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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. Digital Divide Measurement And School Internet Connectivity In Low-Income Countries
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### 1. Hearing Loss Care Access And Hearing Aid Coverage Gaps In Low- And Middle-Income Countries
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- Pack: [`public-health/hearing-loss-care-access-global`](../../problem-packs/public-health/hearing-loss-care-access-global/problem.md)
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- Task: `source-inventory` — Inventory hearing loss prevalence, coverage, and workforce data sources for LMICs
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- Risk: `low`
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- Reviewer needed: `domain-reviewer`
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- Existing evidence records: 5
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- Downstream tasks unlocked: 4
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- Downstream high-risk tasks: 2
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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 geographic grain, case definition, data collection method, and temporal coverage.
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### 2. Digital Divide Measurement And School Internet Connectivity In Low-Income Countries
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- Pack: [`education/digital-divide-school-access-global`](../../problem-packs/education/digital-divide-school-access-global/problem.md)
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- 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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### 2. Youth Skills Training And Employment Outcome Gaps In Low-Income Countries
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### 3. Youth Skills Training And Employment Outcome Gaps In Low-Income Countries
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- Pack: [`education/skills-training-youth-employment-global`](../../problem-packs/education/skills-training-youth-employment-global/problem.md)
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- 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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### 3. Obstetric Fistula Repair Backlog And Prevention Access In High-Burden Countries
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### 4. Obstetric Fistula Repair Backlog And Prevention Access In High-Burden Countries
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- Pack: [`public-health/obstetric-fistula-repair-access-global`](../../problem-packs/public-health/obstetric-fistula-repair-access-global/problem.md)
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- Task: `source-inventory` — Inventory obstetric fistula prevalence, repair, and prevention data sources
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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 measurement family, numerator, denominator, time reference, geographic grain, case-finding method, and backlog-versus-incidence relevance.
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### 4. Stillbirth Measurement Gaps And Intrapartum Care Quality In High-Burden Countries
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### 5. Stillbirth Measurement Gaps And Intrapartum Care Quality In High-Burden Countries
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- Pack: [`public-health/stillbirth-measurement-quality-global`](../../problem-packs/public-health/stillbirth-measurement-quality-global/problem.md)
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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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### 6. Satellite-Driven Deforestation Detection And Species Loss Risk In The Amazon Basin
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### 7. Sea-Level Rise Coastal Exposure And Adaptation Prioritization In Small Island Developing States
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- Task: `source-inventory` — Inventory SLR projection and coastal exposure data sources for SIDS
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### 7. Cyclone Early Warning And Evacuation Signal Verification In Bangladesh
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### 8. Cyclone Early Warning And Evacuation Signal Verification In Bangladesh
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- Pack: [`disaster-resilience/cyclone-early-warning-bangladesh`](../../problem-packs/disaster-resilience/cyclone-early-warning-bangladesh/problem.md)
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- Task: `source-inventory` — Inventory cyclone data sources for Bay of Bengal
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### 8. PM2.5 Monitoring Gaps And Health Impact In South Asia
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### 9. PM2.5 Monitoring Gaps And Health Impact In South Asia
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- Pack: [`air-quality/pm25-monitoring-south-asia`](../../problem-packs/air-quality/pm25-monitoring-south-asia/problem.md)
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- Task: `source-inventory` — Inventory PM2.5 monitoring and air quality data sources for South Asia
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- Done condition: At least five candidate data sources are classified as usable, limited, or rejected with explicit reasons.
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### 9. Antimicrobial Resistance Surveillance Gaps In Low- And Middle-Income Countries
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### 10. Antimicrobial Resistance Surveillance Gaps In Low- And Middle-Income Countries
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- Pack: [`public-health/antimicrobial-resistance-surveillance-global`](../../problem-packs/public-health/antimicrobial-resistance-surveillance-global/problem.md)
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- Task: `source-inventory` — Inventory AMR surveillance data
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### 10. Malaria Early Warning Signals In Sub-Saharan Africa
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### 11. Malaria Early Warning Signals In Sub-Saharan Africa
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- Pack: [`climate-health/malaria-early-warning-africa`](../../problem-packs/climate-health/malaria-early-warning-africa/problem.md)
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- Task: `source-inventory` — Inventory malaria and climate data sources for Sub-Saharan Africa
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### 11. Aflatoxin Exposure From Contaminated Staple Grains In Sub-Saharan Africa
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### 12. Aflatoxin Exposure From Contaminated Staple Grains In Sub-Saharan Africa
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- Pack: [`food-safety/aflatoxin-exposure-sub-saharan-africa`](../../problem-packs/food-safety/aflatoxin-exposure-sub-saharan-africa/problem.md)
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- Task: `source-inventory` — Inventory mycotoxin test data, climate suitability models, and post-harvest practice surveys for SSA aflatoxin risk mapping
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### 12. Urban Pluvial Flooding Risk In South Asian Megacities
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- Pack: [`disaster-resilience/urban-flooding-south-asia`](../../problem-packs/disaster-resilience/urban-flooding-south-asia/problem.md)
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- Task: `source-inventory` — Inventory satellite impervious-surface, drainage, rainfall, flood-extent, and population data sources for South Asian megacities
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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: 4
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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 |
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| ------------------------ | ---------- | -------------- | ------------------ | --------------------- |
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| `implementation-planner` | 0 | 129 | 0.233 | 0.284 |
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| `field-reality-reviewer` | 0 | 108 | 0.195 | 0.238 |
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| `red-team-reviewer` | 0 | 107 | 0.193 | 0.236 |
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| `data-cleaner` | 0 | 103 | 0.186 | 0.227 |
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| `literature-scout` | 100 | 7 | 0.193 | 0.015 |
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| `implementation-planner` | 0 | 130 | 0.233 | 0.284 |
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| `field-reality-reviewer` | 0 | 109 | 0.195 | 0.238 |
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| `red-team-reviewer` | 0 | 108 | 0.193 | 0.236 |
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| `data-cleaner` | 0 | 104 | 0.186 | 0.227 |
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| `literature-scout` | 101 | 7 | 0.193 | 0.015 |
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## Protocol Alerts
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