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Merge pull request #56 from Open-Problem-Lab/enrichment-livestock-disease-source-inventory
evidence: source inventory for livestock-disease-surveillance-east-africa
2 parents 26f572f + ee5064e commit b37eb94

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‎agent-radar.json‎

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"schema_version": 1,
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"total_packs": 107,
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"total_tasks": 554,
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"scoped_tasks": 101,
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"latent_tasks": 453,
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"scoped_tasks": 100,
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"latent_tasks": 454,
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"status_counts": {
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"scoped": 101,
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"scoped": 100,
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"needs-triage": 447,
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"needs-review": 6
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"needs-review": 7
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},
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"owner_role_counts": {
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"literature-scout": 107,
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"field-reality-reviewer": 108
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},
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"scoped_role_counts": {
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"literature-scout": 101
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"literature-scout": 100
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},
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"reviewer_needed_counts": {
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"domain-reviewer": 229,
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"tasks_file": "problem-packs/public-health/lead-exposure-urban-global/tasks.json"
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},
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{
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"pack_id": "food-security/livestock-disease-surveillance-east-africa",
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"pack_title": "Livestock Disease Surveillance And Pastoralist Livelihood Risk In East Africa",
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"pack_id": "public-health/child-mortality-inequality-global",
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"pack_title": "Under-Five Mortality Sub-National Inequality Tracking In Low-Income Countries",
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"scoped_tasks": 1,
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"downstream_tasks": 5,
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"downstream_high_risk_tasks": 4,
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"field-reality-reviewer": 1
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},
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"evidence_count": 2,
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"problem_file": "problem-packs/food-security/livestock-disease-surveillance-east-africa/problem.md",
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"tasks_file": "problem-packs/food-security/livestock-disease-surveillance-east-africa/tasks.json"
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"problem_file": "problem-packs/public-health/child-mortality-inequality-global/problem.md",
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"tasks_file": "problem-packs/public-health/child-mortality-inequality-global/tasks.json"
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},
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{
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"pack_id": "public-health/child-mortality-inequality-global",
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"pack_title": "Under-Five Mortality Sub-National Inequality Tracking In Low-Income Countries",
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"pack_id": "public-health/substandard-falsified-medicines-global",
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"pack_title": "Substandard And Falsified Medicine Detection And Surveillance Gaps In Low- And Middle-Income Countries",
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"scoped_tasks": 1,
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"downstream_tasks": 5,
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"downstream_high_risk_tasks": 4,
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"downstream_high_risk_tasks": 3,
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"downstream_by_role": {
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"data-cleaner": 1,
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"implementation-planner": 2,
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"data-cleaner": 1,
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"red-team-reviewer": 1,
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"field-reality-reviewer": 1
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},
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"downstream_reviewers_needed": {
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"replicator": 1,
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"domain-reviewer": 2,
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"replicator": 1,
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"red-team-reviewer": 1,
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"field-reality-reviewer": 1
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},
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"evidence_count": 2,
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"problem_file": "problem-packs/public-health/child-mortality-inequality-global/problem.md",
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"tasks_file": "problem-packs/public-health/child-mortality-inequality-global/tasks.json"
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"evidence_count": 4,
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"problem_file": "problem-packs/public-health/substandard-falsified-medicines-global/problem.md",
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"tasks_file": "problem-packs/public-health/substandard-falsified-medicines-global/tasks.json"
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},
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{
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"pack_id": "public-health/substandard-falsified-medicines-global",
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"pack_title": "Substandard And Falsified Medicine Detection And Surveillance Gaps In Low- And Middle-Income Countries",
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"pack_id": "biodiversity/coral-bleaching-great-barrier-reef",
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"pack_title": "Coral Bleaching Detection And Reef Recovery Tracking In The Great Barrier Reef",
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"scoped_tasks": 1,
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"downstream_tasks": 5,
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"downstream_high_risk_tasks": 3,
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"downstream_by_role": {
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"implementation-planner": 2,
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"data-cleaner": 1,
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"implementation-planner": 2,
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"red-team-reviewer": 1,
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"field-reality-reviewer": 1
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},
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"downstream_reviewers_needed": {
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"domain-reviewer": 2,
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"replicator": 1,
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"domain-reviewer": 2,
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"red-team-reviewer": 1,
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"field-reality-reviewer": 1
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},
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"evidence_count": 4,
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"problem_file": "problem-packs/public-health/substandard-falsified-medicines-global/problem.md",
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"tasks_file": "problem-packs/public-health/substandard-falsified-medicines-global/tasks.json"
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"evidence_count": 3,
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"problem_file": "problem-packs/biodiversity/coral-bleaching-great-barrier-reef/problem.md",
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"tasks_file": "problem-packs/biodiversity/coral-bleaching-great-barrier-reef/tasks.json"
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}
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],
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"reviewer_hotspots": [
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"downstream_tasks": 6,
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"problem_file": "problem-packs/food-security/fisheries-overexploitation-west-africa/problem.md"
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},
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{
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"pack_id": "food-security/livestock-disease-surveillance-east-africa",
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"pack_title": "Livestock Disease Surveillance And Pastoralist Livelihood Risk In East Africa",
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"downstream_reviewers_needed": {
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"domain-reviewer": 3,
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"replicator": 1,
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"red-team-reviewer": 1,
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"field-reality-reviewer": 1
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},
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"downstream_high_risk_tasks": 4,
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"downstream_tasks": 6,
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"problem_file": "problem-packs/food-security/livestock-disease-surveillance-east-africa/problem.md"
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},
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{
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"pack_id": "occupational-health/heat-stress-outdoor-workers-global",
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"pack_title": "Occupational Heat Stress And Worker Health In Outdoor Industries Under Climate Change",
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"downstream_tasks": 5,
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"problem_file": "problem-packs/food-safety/aflatoxin-exposure-sub-saharan-africa/problem.md"
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},
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{
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"pack_id": "food-security/livestock-disease-surveillance-east-africa",
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"pack_title": "Livestock Disease Surveillance And Pastoralist Livelihood Risk In East Africa",
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"downstream_reviewers_needed": {
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"replicator": 1,
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"domain-reviewer": 2,
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"red-team-reviewer": 1,
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"field-reality-reviewer": 1
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},
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"downstream_high_risk_tasks": 4,
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"downstream_tasks": 5,
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"problem_file": "problem-packs/food-security/livestock-disease-surveillance-east-africa/problem.md"
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},
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{
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"pack_id": "food-security/locust-outbreak-east-africa",
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"pack_title": "Desert Locust Outbreak Early Warning In East Africa",
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"scoped_tasks": 0,
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"latent_tasks": 129,
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"share_of_all_tasks": 0.233,
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"share_of_latent_tasks": 0.285
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"share_of_latent_tasks": 0.284
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},
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{
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"owner_role": "field-reality-reviewer",
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},
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{
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"owner_role": "literature-scout",
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"scoped_tasks": 101,
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"latent_tasks": 6,
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"scoped_tasks": 100,
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"latent_tasks": 7,
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"share_of_all_tasks": 0.193,
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"share_of_latent_tasks": 0.013
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"share_of_latent_tasks": 0.015
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}
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]
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}

‎docs/wiki/Agent-Radar.md‎

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- **107 problem packs**
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- **554 total tasks**
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- **101 scoped now**
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- **453 follow-on tasks still latent**
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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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- Reviewer types needed later: `domain-reviewer`: 2, `field-reality-reviewer`: 1, `red-team-reviewer`: 1, `replicator`: 1
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- Existing evidence records: 3
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### Livestock Disease Surveillance And Pastoralist Livelihood Risk In East Africa
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### Under-Five Mortality Sub-National Inequality Tracking In Low-Income Countries
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- Pack: [`food-security/livestock-disease-surveillance-east-africa`](../../problem-packs/food-security/livestock-disease-surveillance-east-africa/problem.md)
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- Pack: [`public-health/child-mortality-inequality-global`](../../problem-packs/public-health/child-mortality-inequality-global/problem.md)
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- Scoped tasks at front door: 1
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- Follow-on tasks behind it: 5
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- High-risk follow-on tasks: 4
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- Follow-on roles: `data-cleaner`: 1, `field-reality-reviewer`: 1, `implementation-planner`: 2, `red-team-reviewer`: 1
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- Reviewer types needed later: `domain-reviewer`: 2, `field-reality-reviewer`: 1, `red-team-reviewer`: 1, `replicator`: 1
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- Existing evidence records: 2
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### Under-Five Mortality Sub-National Inequality Tracking In Low-Income Countries
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### Substandard And Falsified Medicine Detection And Surveillance Gaps In Low- And Middle-Income Countries
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- Pack: [`public-health/child-mortality-inequality-global`](../../problem-packs/public-health/child-mortality-inequality-global/problem.md)
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- Pack: [`public-health/substandard-falsified-medicines-global`](../../problem-packs/public-health/substandard-falsified-medicines-global/problem.md)
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- Scoped tasks at front door: 1
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- Follow-on tasks behind it: 5
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- High-risk follow-on tasks: 4
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- High-risk follow-on tasks: 3
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- Follow-on roles: `data-cleaner`: 1, `field-reality-reviewer`: 1, `implementation-planner`: 2, `red-team-reviewer`: 1
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- Reviewer types needed later: `domain-reviewer`: 2, `field-reality-reviewer`: 1, `red-team-reviewer`: 1, `replicator`: 1
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- Existing evidence records: 2
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- Existing evidence records: 4
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### Substandard And Falsified Medicine Detection And Surveillance Gaps In Low- And Middle-Income Countries
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### Coral Bleaching Detection And Reef Recovery Tracking In The Great Barrier Reef
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- Pack: [`public-health/substandard-falsified-medicines-global`](../../problem-packs/public-health/substandard-falsified-medicines-global/problem.md)
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- Pack: [`biodiversity/coral-bleaching-great-barrier-reef`](../../problem-packs/biodiversity/coral-bleaching-great-barrier-reef/problem.md)
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- Scoped tasks at front door: 1
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- Follow-on tasks behind it: 5
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- High-risk follow-on tasks: 3
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- Follow-on roles: `data-cleaner`: 1, `field-reality-reviewer`: 1, `implementation-planner`: 2, `red-team-reviewer`: 1
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- Reviewer types needed later: `domain-reviewer`: 2, `field-reality-reviewer`: 1, `red-team-reviewer`: 1, `replicator`: 1
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- Existing evidence records: 4
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- Existing evidence records: 3
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## Reviewer Hotspots
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- High-risk follow-on tasks: 4
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- Reviewer load: `domain-reviewer`: 3, `field-reality-reviewer`: 1, `red-team-reviewer`: 1, `replicator`: 1
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### Livestock Disease Surveillance And Pastoralist Livelihood Risk In East Africa
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- Pack: [`food-security/livestock-disease-surveillance-east-africa`](../../problem-packs/food-security/livestock-disease-surveillance-east-africa/problem.md)
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- Follow-on tasks: 6
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- High-risk follow-on tasks: 4
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- Reviewer load: `domain-reviewer`: 3, `field-reality-reviewer`: 1, `red-team-reviewer`: 1, `replicator`: 1
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### Occupational Heat Stress And Worker Health In Outdoor Industries Under Climate Change
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- Pack: [`occupational-health/heat-stress-outdoor-workers-global`](../../problem-packs/occupational-health/heat-stress-outdoor-workers-global/problem.md)
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- High-risk follow-on tasks: 4
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- Reviewer load: `domain-reviewer`: 2, `field-reality-reviewer`: 1, `red-team-reviewer`: 1, `replicator`: 1
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### Livestock Disease Surveillance And Pastoralist Livelihood Risk In East Africa
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- Pack: [`food-security/livestock-disease-surveillance-east-africa`](../../problem-packs/food-security/livestock-disease-surveillance-east-africa/problem.md)
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- Follow-on tasks: 5
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- High-risk follow-on tasks: 4
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- Reviewer load: `domain-reviewer`: 2, `field-reality-reviewer`: 1, `red-team-reviewer`: 1, `replicator`: 1
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### Desert Locust Outbreak Early Warning In East Africa
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- Pack: [`food-security/locust-outbreak-east-africa`](../../problem-packs/food-security/locust-outbreak-east-africa/problem.md)
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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 | 0.285 |
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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` | 101 | 6 | 0.193 | 0.013 |
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| `literature-scout` | 100 | 7 | 0.193 | 0.015 |
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## Protocol Alerts
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‎docs/wiki/Index.md‎

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| Metric | Value |
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|---|---|
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| Total packs | 107 |
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| Packs with claims | 12 |
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| Packs with claims | 13 |
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| Packs with accepted claims | 0 |
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| Total evidence records | 340 |
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| Total evidence records | 345 |
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| Total tasks | 554 |
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| Scoped tasks (ready for work) | 101 |
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| Scoped tasks (ready for work) | 100 |
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| High-risk tasks | 288 |
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## All Problem Packs
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| [food-security/fertilizer-access-sub-saharan-africa](../../problem-packs/food-security/fertilizer-access-sub-saharan-africa/problem.md) | Fertilizer Access And Soil Nutrient Depletion In Smallholder Agriculture In Sub-Saharan Africa | scoped | food-security | sub-saharan-africa | medium | 4 ev; 5 tasks | ready |
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| [food-security/fisheries-overexploitation-west-africa](../../problem-packs/food-security/fisheries-overexploitation-west-africa/problem.md) | Small-Scale Fisheries Overexploitation Detection And Livelihood Risk In West Africa | scoped | food-security, biodiversity | west-africa | medium | 7 ev; 6 tasks; 1 claims | has claims |
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| [food-security/food-loss-postharvest-sub-saharan-africa](../../problem-packs/food-security/food-loss-postharvest-sub-saharan-africa/problem.md) | Postharvest Food Loss Measurement And Reduction Potential In Sub-Saharan Africa | scoped | food-security | sub-saharan-africa | medium | 4 ev; 5 tasks | ready |
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| [food-security/livestock-disease-surveillance-east-africa](../../problem-packs/food-security/livestock-disease-surveillance-east-africa/problem.md) | Livestock Disease Surveillance And Pastoralist Livelihood Risk In East Africa | scoped | food-security, public-health | east-africa | medium | 2 ev; 6 tasks | needs evidence |
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| [food-security/livestock-disease-surveillance-east-africa](../../problem-packs/food-security/livestock-disease-surveillance-east-africa/problem.md) | Livestock Disease Surveillance And Pastoralist Livelihood Risk In East Africa | scoped | food-security, public-health | east-africa | medium | 7 ev; 6 tasks; 1 claims | has claims |
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| [food-security/locust-outbreak-east-africa](../../problem-packs/food-security/locust-outbreak-east-africa/problem.md) | Desert Locust Outbreak Early Warning In East Africa | scoped | food-security, climate-health | east-africa | medium | 3 ev; 6 tasks | ready |
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| [food-security/urban-food-deserts-global](../../problem-packs/food-security/urban-food-deserts-global/problem.md) | Urban Food Desert Mapping And Fresh-Food Access Gaps In LMIC Cities | scoped | food-security, public-health | global | medium | 1 ev; 5 tasks | needs evidence |
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| [occupational-health/heat-stress-outdoor-workers-global](../../problem-packs/occupational-health/heat-stress-outdoor-workers-global/problem.md) | Occupational Heat Stress And Worker Health In Outdoor Industries Under Climate Change | scoped | occupational-health, climate-health, public-health | global | high | 10 ev; 6 tasks; 1 claims | has claims |
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| [energy-access/renewable-energy-grid-integration-global](../../problem-packs/energy-access/renewable-energy-grid-integration-global/problem.md) | 2 | 5 | 3 | medium |
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| [food-security/crop-yield-gap-sub-saharan-africa](../../problem-packs/food-security/crop-yield-gap-sub-saharan-africa/problem.md) | 2 | 5 | 2 | medium |
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| [food-security/drought-early-warning-horn-of-africa](../../problem-packs/food-security/drought-early-warning-horn-of-africa/problem.md) | 2 | 5 | 4 | high |
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| [food-security/livestock-disease-surveillance-east-africa](../../problem-packs/food-security/livestock-disease-surveillance-east-africa/problem.md) | 2 | 6 | 4 | medium |
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| [food-security/urban-food-deserts-global](../../problem-packs/food-security/urban-food-deserts-global/problem.md) | 1 | 5 | 2 | medium |
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| [public-health/alcohol-harm-reduction-global](../../problem-packs/public-health/alcohol-harm-reduction-global/problem.md) | 1 | 4 | 3 | medium |
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| [public-health/blindness-vision-impairment-global](../../problem-packs/public-health/blindness-vision-impairment-global/problem.md) | 1 | 5 | 3 | medium |

‎problem-packs/food-security/fertilizer-access-sub-saharan-africa/evidence.json‎

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{
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"id": "africa-fertilizer-summit-2023",
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"problem_id": "food-security/fertilizer-access-sub-saharan-africa",
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"claim": "The 2023 Africa Fertilizer and Soil Health Summit documented average fertilizer use of 15 kg/ha in SSA versus 150 kg/ha globally, with soil nutrient depletion costing an estimated 3 percent of agricultural GDP annually.",
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"claim": "The 2024 Africa Fertilizer and Soil Health Summit produced the Nairobi Declaration, an African Union declaration focused on fertilizer access, soil health, and continent-wide soil-health action planning.",
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"evidence_type": "primary-source",
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"source": {
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"title": "Africa Fertilizer and Soil Health Summit Declaration",
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"url": "https://www.afdb.org/en/topics-and-sectors/initiatives-partnerships/africa-fertilizer-and-soil-health-summit"
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"title": "Nairobi Declaration - 2024 Africa Fertilizer and Soil Health Summit",
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"url": "https://au.int/en/documents/20240509/nairobi-declaration-2024-africa-fertilizer-and-soil-health-summit"
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},
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"source_date": "2023-05-01",
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"access_date": "2026-06-07",
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"method": "Reviewed summit declaration, soil-health data, fertilizer-use statistics, and country-level analysis for SSA.",
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"source_date": "2024-05-09",
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"access_date": "2026-07-10",
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"method": "Reviewed the African Union document page for the 2024 Nairobi Declaration and used it only to verify the summit output and policy-planning scope.",
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"limitations": [
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"The 15 kg/ha figure is a continental average — individual countries range from under 5 to over 50 kg/ha.",
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"Fertilizer-use data varies by country and crop — the average combines different survey methodologies and crop systems.",
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"The 3 percent GDP cost is a modeled estimate from soil-nutrient balance studies at research sites that may not represent all farming systems.",
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"Soil-nutrient data is sparse outside research sites — sub-national nutrient-depletion maps require interpolation that introduces uncertainty."
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"This is a policy declaration source, not a fertilizer-use dataset.",
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"The source does not support sub-national fertilizer-access estimates or soil-nutrient depletion rates.",
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"Quantified fertilizer-use and agricultural-GDP-loss claims require separate statistical or peer-reviewed sources."
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],
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"confidence": "high"
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},

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