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82 changes: 41 additions & 41 deletions agent-radar.json
Original file line number Diff line number Diff line change
Expand Up @@ -4,12 +4,12 @@
"schema_version": 1,
"total_packs": 107,
"total_tasks": 554,
"scoped_tasks": 101,
"latent_tasks": 453,
"scoped_tasks": 100,
"latent_tasks": 454,
"status_counts": {
"scoped": 101,
"scoped": 100,
"needs-triage": 447,
"needs-review": 6
"needs-review": 7
},
"owner_role_counts": {
"literature-scout": 107,
Expand All @@ -19,7 +19,7 @@
"field-reality-reviewer": 108
},
"scoped_role_counts": {
"literature-scout": 101
"literature-scout": 100
},
"reviewer_needed_counts": {
"domain-reviewer": 229,
Expand Down Expand Up @@ -428,8 +428,8 @@
"tasks_file": "problem-packs/public-health/lead-exposure-urban-global/tasks.json"
},
{
"pack_id": "food-security/livestock-disease-surveillance-east-africa",
"pack_title": "Livestock Disease Surveillance And Pastoralist Livelihood Risk In East Africa",
"pack_id": "public-health/child-mortality-inequality-global",
"pack_title": "Under-Five Mortality Sub-National Inequality Tracking In Low-Income Countries",
"scoped_tasks": 1,
"downstream_tasks": 5,
"downstream_high_risk_tasks": 4,
Expand All @@ -446,52 +446,52 @@
"field-reality-reviewer": 1
},
"evidence_count": 2,
"problem_file": "problem-packs/food-security/livestock-disease-surveillance-east-africa/problem.md",
"tasks_file": "problem-packs/food-security/livestock-disease-surveillance-east-africa/tasks.json"
"problem_file": "problem-packs/public-health/child-mortality-inequality-global/problem.md",
"tasks_file": "problem-packs/public-health/child-mortality-inequality-global/tasks.json"
},
{
"pack_id": "public-health/child-mortality-inequality-global",
"pack_title": "Under-Five Mortality Sub-National Inequality Tracking In Low-Income Countries",
"pack_id": "public-health/substandard-falsified-medicines-global",
"pack_title": "Substandard And Falsified Medicine Detection And Surveillance Gaps In Low- And Middle-Income Countries",
"scoped_tasks": 1,
"downstream_tasks": 5,
"downstream_high_risk_tasks": 4,
"downstream_high_risk_tasks": 3,
"downstream_by_role": {
"data-cleaner": 1,
"implementation-planner": 2,
"data-cleaner": 1,
"red-team-reviewer": 1,
"field-reality-reviewer": 1
},
"downstream_reviewers_needed": {
"replicator": 1,
"domain-reviewer": 2,
"replicator": 1,
"red-team-reviewer": 1,
"field-reality-reviewer": 1
},
"evidence_count": 2,
"problem_file": "problem-packs/public-health/child-mortality-inequality-global/problem.md",
"tasks_file": "problem-packs/public-health/child-mortality-inequality-global/tasks.json"
"evidence_count": 4,
"problem_file": "problem-packs/public-health/substandard-falsified-medicines-global/problem.md",
"tasks_file": "problem-packs/public-health/substandard-falsified-medicines-global/tasks.json"
},
{
"pack_id": "public-health/substandard-falsified-medicines-global",
"pack_title": "Substandard And Falsified Medicine Detection And Surveillance Gaps In Low- And Middle-Income Countries",
"pack_id": "biodiversity/coral-bleaching-great-barrier-reef",
"pack_title": "Coral Bleaching Detection And Reef Recovery Tracking In The Great Barrier Reef",
"scoped_tasks": 1,
"downstream_tasks": 5,
"downstream_high_risk_tasks": 3,
"downstream_by_role": {
"implementation-planner": 2,
"data-cleaner": 1,
"implementation-planner": 2,
"red-team-reviewer": 1,
"field-reality-reviewer": 1
},
"downstream_reviewers_needed": {
"domain-reviewer": 2,
"replicator": 1,
"domain-reviewer": 2,
"red-team-reviewer": 1,
"field-reality-reviewer": 1
},
"evidence_count": 4,
"problem_file": "problem-packs/public-health/substandard-falsified-medicines-global/problem.md",
"tasks_file": "problem-packs/public-health/substandard-falsified-medicines-global/tasks.json"
"evidence_count": 3,
"problem_file": "problem-packs/biodiversity/coral-bleaching-great-barrier-reef/problem.md",
"tasks_file": "problem-packs/biodiversity/coral-bleaching-great-barrier-reef/tasks.json"
}
],
"reviewer_hotspots": [
Expand All @@ -508,6 +508,19 @@
"downstream_tasks": 6,
"problem_file": "problem-packs/food-security/fisheries-overexploitation-west-africa/problem.md"
},
{
"pack_id": "food-security/livestock-disease-surveillance-east-africa",
"pack_title": "Livestock Disease Surveillance And Pastoralist Livelihood Risk In East Africa",
"downstream_reviewers_needed": {
"domain-reviewer": 3,
"replicator": 1,
"red-team-reviewer": 1,
"field-reality-reviewer": 1
},
"downstream_high_risk_tasks": 4,
"downstream_tasks": 6,
"problem_file": "problem-packs/food-security/livestock-disease-surveillance-east-africa/problem.md"
},
{
"pack_id": "occupational-health/heat-stress-outdoor-workers-global",
"pack_title": "Occupational Heat Stress And Worker Health In Outdoor Industries Under Climate Change",
Expand Down Expand Up @@ -611,19 +624,6 @@
"downstream_tasks": 5,
"problem_file": "problem-packs/food-safety/aflatoxin-exposure-sub-saharan-africa/problem.md"
},
{
"pack_id": "food-security/livestock-disease-surveillance-east-africa",
"pack_title": "Livestock Disease Surveillance And Pastoralist Livelihood Risk In East Africa",
"downstream_reviewers_needed": {
"replicator": 1,
"domain-reviewer": 2,
"red-team-reviewer": 1,
"field-reality-reviewer": 1
},
"downstream_high_risk_tasks": 4,
"downstream_tasks": 5,
"problem_file": "problem-packs/food-security/livestock-disease-surveillance-east-africa/problem.md"
},
{
"pack_id": "food-security/locust-outbreak-east-africa",
"pack_title": "Desert Locust Outbreak Early Warning In East Africa",
Expand Down Expand Up @@ -657,7 +657,7 @@
"scoped_tasks": 0,
"latent_tasks": 129,
"share_of_all_tasks": 0.233,
"share_of_latent_tasks": 0.285
"share_of_latent_tasks": 0.284
},
{
"owner_role": "field-reality-reviewer",
Expand All @@ -682,10 +682,10 @@
},
{
"owner_role": "literature-scout",
"scoped_tasks": 101,
"latent_tasks": 6,
"scoped_tasks": 100,
"latent_tasks": 7,
"share_of_all_tasks": 0.193,
"share_of_latent_tasks": 0.013
"share_of_latent_tasks": 0.015
}
]
}
Expand Down
40 changes: 20 additions & 20 deletions docs/wiki/Agent-Radar.md
Original file line number Diff line number Diff line change
Expand Up @@ -15,8 +15,8 @@ Without routing, a new agent sees a flat task list and misses the actual shape o

- **107 problem packs**
- **554 total tasks**
- **101 scoped now**
- **453 follow-on tasks still latent**
- **100 scoped now**
- **454 follow-on tasks still latent**
- **Owner roles:** `data-cleaner`: 103, `field-reality-reviewer`: 108, `implementation-planner`: 129, `literature-scout`: 107, `red-team-reviewer`: 107
- **Reviewer demand:** `domain-reviewer`: 229, `field-reality-reviewer`: 109, `red-team-reviewer`: 107, `replicator`: 109
- **Safety mix:** `high`: 288, `low`: 15, `medium`: 251
Expand Down Expand Up @@ -263,35 +263,35 @@ These packs have a scoped front door and the deepest follow-on queue behind it.
- Reviewer types needed later: `domain-reviewer`: 2, `field-reality-reviewer`: 1, `red-team-reviewer`: 1, `replicator`: 1
- Existing evidence records: 3

### Livestock Disease Surveillance And Pastoralist Livelihood Risk In East Africa
### Under-Five Mortality Sub-National Inequality Tracking In Low-Income Countries

- Pack: [`food-security/livestock-disease-surveillance-east-africa`](../../problem-packs/food-security/livestock-disease-surveillance-east-africa/problem.md)
- Pack: [`public-health/child-mortality-inequality-global`](../../problem-packs/public-health/child-mortality-inequality-global/problem.md)
- Scoped tasks at front door: 1
- Follow-on tasks behind it: 5
- High-risk follow-on tasks: 4
- Follow-on roles: `data-cleaner`: 1, `field-reality-reviewer`: 1, `implementation-planner`: 2, `red-team-reviewer`: 1
- Reviewer types needed later: `domain-reviewer`: 2, `field-reality-reviewer`: 1, `red-team-reviewer`: 1, `replicator`: 1
- Existing evidence records: 2

### Under-Five Mortality Sub-National Inequality Tracking In Low-Income Countries
### Substandard And Falsified Medicine Detection And Surveillance Gaps In Low- And Middle-Income Countries

- Pack: [`public-health/child-mortality-inequality-global`](../../problem-packs/public-health/child-mortality-inequality-global/problem.md)
- Pack: [`public-health/substandard-falsified-medicines-global`](../../problem-packs/public-health/substandard-falsified-medicines-global/problem.md)
- Scoped tasks at front door: 1
- Follow-on tasks behind it: 5
- High-risk follow-on tasks: 4
- High-risk follow-on tasks: 3
- Follow-on roles: `data-cleaner`: 1, `field-reality-reviewer`: 1, `implementation-planner`: 2, `red-team-reviewer`: 1
- Reviewer types needed later: `domain-reviewer`: 2, `field-reality-reviewer`: 1, `red-team-reviewer`: 1, `replicator`: 1
- Existing evidence records: 2
- Existing evidence records: 4

### Substandard And Falsified Medicine Detection And Surveillance Gaps In Low- And Middle-Income Countries
### Coral Bleaching Detection And Reef Recovery Tracking In The Great Barrier Reef

- Pack: [`public-health/substandard-falsified-medicines-global`](../../problem-packs/public-health/substandard-falsified-medicines-global/problem.md)
- Pack: [`biodiversity/coral-bleaching-great-barrier-reef`](../../problem-packs/biodiversity/coral-bleaching-great-barrier-reef/problem.md)
- Scoped tasks at front door: 1
- Follow-on tasks behind it: 5
- High-risk follow-on tasks: 3
- Follow-on roles: `data-cleaner`: 1, `field-reality-reviewer`: 1, `implementation-planner`: 2, `red-team-reviewer`: 1
- Reviewer types needed later: `domain-reviewer`: 2, `field-reality-reviewer`: 1, `red-team-reviewer`: 1, `replicator`: 1
- Existing evidence records: 4
- Existing evidence records: 3

## Reviewer Hotspots

Expand All @@ -304,6 +304,13 @@ These are the packs most likely to stall after the first scoped task because rev
- High-risk follow-on tasks: 4
- Reviewer load: `domain-reviewer`: 3, `field-reality-reviewer`: 1, `red-team-reviewer`: 1, `replicator`: 1

### Livestock Disease Surveillance And Pastoralist Livelihood Risk In East Africa

- Pack: [`food-security/livestock-disease-surveillance-east-africa`](../../problem-packs/food-security/livestock-disease-surveillance-east-africa/problem.md)
- Follow-on tasks: 6
- High-risk follow-on tasks: 4
- Reviewer load: `domain-reviewer`: 3, `field-reality-reviewer`: 1, `red-team-reviewer`: 1, `replicator`: 1

### Occupational Heat Stress And Worker Health In Outdoor Industries Under Climate Change

- Pack: [`occupational-health/heat-stress-outdoor-workers-global`](../../problem-packs/occupational-health/heat-stress-outdoor-workers-global/problem.md)
Expand Down Expand Up @@ -360,13 +367,6 @@ These are the packs most likely to stall after the first scoped task because rev
- High-risk follow-on tasks: 4
- Reviewer load: `domain-reviewer`: 2, `field-reality-reviewer`: 1, `red-team-reviewer`: 1, `replicator`: 1

### Livestock Disease Surveillance And Pastoralist Livelihood Risk In East Africa

- Pack: [`food-security/livestock-disease-surveillance-east-africa`](../../problem-packs/food-security/livestock-disease-surveillance-east-africa/problem.md)
- Follow-on tasks: 5
- High-risk follow-on tasks: 4
- Reviewer load: `domain-reviewer`: 2, `field-reality-reviewer`: 1, `red-team-reviewer`: 1, `replicator`: 1

### Desert Locust Outbreak Early Warning In East Africa

- Pack: [`food-security/locust-outbreak-east-africa`](../../problem-packs/food-security/locust-outbreak-east-africa/problem.md)
Expand All @@ -387,11 +387,11 @@ This is the actual pipeline shape. The flat scoped list hides it.

| Role | Scoped now | Latent backlog | Share of all tasks | Share of latent tasks |
| ------------------------ | ---------- | -------------- | ------------------ | --------------------- |
| `implementation-planner` | 0 | 129 | 0.233 | 0.285 |
| `implementation-planner` | 0 | 129 | 0.233 | 0.284 |
| `field-reality-reviewer` | 0 | 108 | 0.195 | 0.238 |
| `red-team-reviewer` | 0 | 107 | 0.193 | 0.236 |
| `data-cleaner` | 0 | 103 | 0.186 | 0.227 |
| `literature-scout` | 101 | 6 | 0.193 | 0.013 |
| `literature-scout` | 100 | 7 | 0.193 | 0.015 |

## Protocol Alerts

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9 changes: 4 additions & 5 deletions docs/wiki/Index.md
Original file line number Diff line number Diff line change
Expand Up @@ -7,11 +7,11 @@
| Metric | Value |
|---|---|
| Total packs | 107 |
| Packs with claims | 12 |
| Packs with claims | 13 |
| Packs with accepted claims | 0 |
| Total evidence records | 340 |
| Total evidence records | 345 |
| Total tasks | 554 |
| Scoped tasks (ready for work) | 101 |
| Scoped tasks (ready for work) | 100 |
| High-risk tasks | 288 |

## All Problem Packs
Expand Down Expand Up @@ -64,7 +64,7 @@
| [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 |
| [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 |
| [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 |
| [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 |
| [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 |
| [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 |
| [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 |
| [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 |
Expand Down Expand Up @@ -150,7 +150,6 @@ These packs have scoped tasks but fewer than 3 evidence records. The source-inve
| [energy-access/renewable-energy-grid-integration-global](../../problem-packs/energy-access/renewable-energy-grid-integration-global/problem.md) | 2 | 5 | 3 | medium |
| [food-security/crop-yield-gap-sub-saharan-africa](../../problem-packs/food-security/crop-yield-gap-sub-saharan-africa/problem.md) | 2 | 5 | 2 | medium |
| [food-security/drought-early-warning-horn-of-africa](../../problem-packs/food-security/drought-early-warning-horn-of-africa/problem.md) | 2 | 5 | 4 | high |
| [food-security/livestock-disease-surveillance-east-africa](../../problem-packs/food-security/livestock-disease-surveillance-east-africa/problem.md) | 2 | 6 | 4 | medium |
| [food-security/urban-food-deserts-global](../../problem-packs/food-security/urban-food-deserts-global/problem.md) | 1 | 5 | 2 | medium |
| [public-health/alcohol-harm-reduction-global](../../problem-packs/public-health/alcohol-harm-reduction-global/problem.md) | 1 | 4 | 3 | medium |
| [public-health/blindness-vision-impairment-global](../../problem-packs/public-health/blindness-vision-impairment-global/problem.md) | 1 | 5 | 3 | medium |
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Original file line number Diff line number Diff line change
Expand Up @@ -2,20 +2,19 @@
{
"id": "africa-fertilizer-summit-2023",
"problem_id": "food-security/fertilizer-access-sub-saharan-africa",
"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.",
"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.",
"evidence_type": "primary-source",
"source": {
"title": "Africa Fertilizer and Soil Health Summit Declaration",
"url": "https://www.afdb.org/en/topics-and-sectors/initiatives-partnerships/africa-fertilizer-and-soil-health-summit"
"title": "Nairobi Declaration - 2024 Africa Fertilizer and Soil Health Summit",
"url": "https://au.int/en/documents/20240509/nairobi-declaration-2024-africa-fertilizer-and-soil-health-summit"
},
"source_date": "2023-05-01",
"access_date": "2026-06-07",
"method": "Reviewed summit declaration, soil-health data, fertilizer-use statistics, and country-level analysis for SSA.",
"source_date": "2024-05-09",
"access_date": "2026-07-10",
"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.",
"limitations": [
"The 15 kg/ha figure is a continental average — individual countries range from under 5 to over 50 kg/ha.",
"Fertilizer-use data varies by country and crop — the average combines different survey methodologies and crop systems.",
"The 3 percent GDP cost is a modeled estimate from soil-nutrient balance studies at research sites that may not represent all farming systems.",
"Soil-nutrient data is sparse outside research sites — sub-national nutrient-depletion maps require interpolation that introduces uncertainty."
"This is a policy declaration source, not a fertilizer-use dataset.",
"The source does not support sub-national fertilizer-access estimates or soil-nutrient depletion rates.",
"Quantified fertilizer-use and agricultural-GDP-loss claims require separate statistical or peer-reviewed sources."
],
"confidence": "high"
},
Expand Down
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