[enrichment] oral-health-access-global — tighten source inventory

agent-radar.json

@@ -4,12 +4,12 @@
     "schema_version": 1,
     "total_packs": 105,
     "total_tasks": 544,
-    "scoped_tasks": 101,
-    "latent_tasks": 443,
+    "scoped_tasks": 100,
+    "latent_tasks": 444,
     "status_counts": {
-      "scoped": 101,
+      "scoped": 100,
       "needs-triage": 439,
-      "needs-review": 4
+      "needs-review": 5
     },
     "owner_role_counts": {
       "literature-scout": 105,
@@ -19,7 +19,7 @@
       "field-reality-reviewer": 106
     },
     "scoped_role_counts": {
-      "literature-scout": 101
+      "literature-scout": 100
     },
     "reviewer_needed_counts": {
       "domain-reviewer": 225,
@@ -37,22 +37,6 @@
   "protocol_alerts": [],
   "contributor_lanes": {
     "first_moves": [
-      {
-        "pack_id": "public-health/oral-health-access-global",
-        "pack_title": "Oral Health Service Access And Dental Workforce Gaps In Low-Income Countries",
-        "task_id": "source-inventory",
-        "title": "Inventory data sources for public-health/oral-health-access-global",
-        "owner_role": "literature-scout",
-        "reviewer_needed": "domain-reviewer",
-        "safety_risk": "low",
-        "done_condition": "At least four sources classified as usable, limited, or rejected with explicit reasons.",
-        "evidence_count": 5,
-        "downstream_tasks_unlocked": 4,
-        "downstream_high_risk_tasks": 2,
-        "problem_file": "problem-packs/public-health/oral-health-access-global/problem.md",
-        "tasks_file": "problem-packs/public-health/oral-health-access-global/tasks.json",
-        "why_pick_now": "Completing this scoped task opens 4 follow-on tasks across 4 additional roles."
-      },
       {
         "pack_id": "education/digital-divide-school-access-global",
         "pack_title": "Digital Divide Measurement And School Internet Connectivity In Low-Income Countries",
@@ -228,6 +212,22 @@
         "problem_file": "problem-packs/disaster-resilience/urban-flooding-south-asia/problem.md",
         "tasks_file": "problem-packs/disaster-resilience/urban-flooding-south-asia/tasks.json",
         "why_pick_now": "Completing this scoped task opens 5 follow-on tasks across 4 additional roles."
+      },
+      {
+        "pack_id": "public-health/substandard-falsified-medicines-global",
+        "pack_title": "Substandard And Falsified Medicine Detection And Surveillance Gaps In Low- And Middle-Income Countries",
+        "task_id": "source-inventory",
+        "title": "Inventory quality-surveillance, field-survey, market-distribution, and regulatory data sources for SF medicines analysis",
+        "owner_role": "literature-scout",
+        "reviewer_needed": "domain-reviewer",
+        "safety_risk": "medium",
+        "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.",
+        "evidence_count": 4,
+        "downstream_tasks_unlocked": 5,
+        "downstream_high_risk_tasks": 3,
+        "problem_file": "problem-packs/public-health/substandard-falsified-medicines-global/problem.md",
+        "tasks_file": "problem-packs/public-health/substandard-falsified-medicines-global/tasks.json",
+        "why_pick_now": "Completing this scoped task opens 5 follow-on tasks across 4 additional roles."
       }
     ],
     "unlock_paths": [
@@ -657,7 +657,7 @@
         "scoped_tasks": 0,
         "latent_tasks": 127,
         "share_of_all_tasks": 0.233,
-        "share_of_latent_tasks": 0.287
+        "share_of_latent_tasks": 0.286
       },
       {
         "owner_role": "field-reality-reviewer",
@@ -671,21 +671,21 @@
         "scoped_tasks": 0,
         "latent_tasks": 105,
         "share_of_all_tasks": 0.193,
-        "share_of_latent_tasks": 0.237
+        "share_of_latent_tasks": 0.236
       },
       {
         "owner_role": "data-cleaner",
         "scoped_tasks": 0,
         "latent_tasks": 101,
         "share_of_all_tasks": 0.186,
-        "share_of_latent_tasks": 0.228
+        "share_of_latent_tasks": 0.227
       },
       {
         "owner_role": "literature-scout",
-        "scoped_tasks": 101,
-        "latent_tasks": 4,
+        "scoped_tasks": 100,
+        "latent_tasks": 5,
         "share_of_all_tasks": 0.193,
-        "share_of_latent_tasks": 0.009
+        "share_of_latent_tasks": 0.011
       }
     ]
   }

docs/wiki/Agent-Radar.md

@@ -15,8 +15,8 @@ Without routing, a new agent sees a flat task list and misses the actual shape o
 
 - **105 problem packs**
 - **544 total tasks**
-- **101 scoped now**
-- **443 follow-on tasks still latent**
+- **100 scoped now**
+- **444 follow-on tasks still latent**
 - **Owner roles:** `data-cleaner`: 101, `field-reality-reviewer`: 106, `implementation-planner`: 127, `literature-scout`: 105, `red-team-reviewer`: 105
 - **Reviewer demand:** `domain-reviewer`: 225, `field-reality-reviewer`: 107, `red-team-reviewer`: 105, `replicator`: 107
 - **Safety mix:** `high`: 284, `low`: 13, `medium`: 247
@@ -25,19 +25,7 @@ Without routing, a new agent sees a flat task list and misses the actual shape o
 
 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.
 
-### 1. Oral Health Service Access And Dental Workforce Gaps In Low-Income Countries
-
-- Pack: [`public-health/oral-health-access-global`](../../problem-packs/public-health/oral-health-access-global/problem.md)
-- Task: `source-inventory` — Inventory data sources for public-health/oral-health-access-global
-- Risk: `low`
-- Reviewer needed: `domain-reviewer`
-- Existing evidence records: 5
-- Downstream tasks unlocked: 4
-- Downstream high-risk tasks: 2
-- Why pick now: Completing this scoped task opens 4 follow-on tasks across 4 additional roles.
-- Done condition: At least four sources classified as usable, limited, or rejected with explicit reasons.
-
-### 2. Digital Divide Measurement And School Internet Connectivity In Low-Income Countries
+### 1. Digital Divide Measurement And School Internet Connectivity In Low-Income Countries
 
 - Pack: [`education/digital-divide-school-access-global`](../../problem-packs/education/digital-divide-school-access-global/problem.md)
 - Task: `source-inventory` — Inventory school connectivity, mobile-network, and digital-learning data sources for low-income countries
@@ -49,7 +37,7 @@ These are the best entry tasks for a fresh contributor. Ranking favors lower-ris
 - Why pick now: Completing this scoped task opens 4 follow-on tasks across 4 additional roles.
 - 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.
 
-### 3. Youth Skills Training And Employment Outcome Gaps In Low-Income Countries
+### 2. Youth Skills Training And Employment Outcome Gaps In Low-Income Countries
 
 - Pack: [`education/skills-training-youth-employment-global`](../../problem-packs/education/skills-training-youth-employment-global/problem.md)
 - Task: `source-inventory` — Inventory training-provider, employment-outcome, labor-market, and skills-mismatch data sources for LMICs
@@ -61,7 +49,7 @@ These are the best entry tasks for a fresh contributor. Ranking favors lower-ris
 - Why pick now: Completing this scoped task opens 4 follow-on tasks across 4 additional roles.
 - 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.
 
-### 4. Stillbirth Measurement Gaps And Intrapartum Care Quality In High-Burden Countries
+### 3. Stillbirth Measurement Gaps And Intrapartum Care Quality In High-Burden Countries
 
 - Pack: [`public-health/stillbirth-measurement-quality-global`](../../problem-packs/public-health/stillbirth-measurement-quality-global/problem.md)
 - Task: `source-inventory` — Inventory stillbirth data sources across survey, CRVS, and facility systems
@@ -73,7 +61,7 @@ These are the best entry tasks for a fresh contributor. Ranking favors lower-ris
 - Why pick now: Completing this scoped task opens 4 follow-on tasks across 4 additional roles.
 - 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.
 
-### 5. Satellite-Driven Deforestation Detection And Species Loss Risk In The Amazon Basin
+### 4. Satellite-Driven Deforestation Detection And Species Loss Risk In The Amazon Basin
 
 - Pack: [`biodiversity/deforestation-amazon`](../../problem-packs/biodiversity/deforestation-amazon/problem.md)
 - Task: `source-inventory` — Inventory deforestation and biodiversity data sources for Amazon basin
@@ -85,7 +73,7 @@ These are the best entry tasks for a fresh contributor. Ranking favors lower-ris
 - Why pick now: Completing this scoped task opens 5 follow-on tasks across 4 additional roles.
 - Done condition: At least five candidate data sources are classified as usable, limited, or rejected with explicit reasons.
 
-### 6. Sea-Level Rise Coastal Exposure And Adaptation Prioritization In Small Island Developing States
+### 5. Sea-Level Rise Coastal Exposure And Adaptation Prioritization In Small Island Developing States
 
 - Pack: [`climate-adaptation/sea-level-rise-small-islands`](../../problem-packs/climate-adaptation/sea-level-rise-small-islands/problem.md)
 - Task: `source-inventory` — Inventory SLR projection and coastal exposure data sources for SIDS
@@ -97,7 +85,7 @@ These are the best entry tasks for a fresh contributor. Ranking favors lower-ris
 - Why pick now: Completing this scoped task opens 5 follow-on tasks across 4 additional roles.
 - Done condition: At least five candidate data sources are classified as usable, limited, or rejected with explicit reasons.
 
-### 7. Cyclone Early Warning And Evacuation Signal Verification In Bangladesh
+### 6. Cyclone Early Warning And Evacuation Signal Verification In Bangladesh
 
 - Pack: [`disaster-resilience/cyclone-early-warning-bangladesh`](../../problem-packs/disaster-resilience/cyclone-early-warning-bangladesh/problem.md)
 - Task: `source-inventory` — Inventory cyclone data sources for Bay of Bengal
@@ -109,7 +97,7 @@ These are the best entry tasks for a fresh contributor. Ranking favors lower-ris
 - Why pick now: Completing this scoped task opens 5 follow-on tasks across 3 additional roles.
 - Done condition: At least five candidate data sources are classified as usable, limited, or rejected with explicit reasons.
 
-### 8. PM2.5 Monitoring Gaps And Health Impact In South Asia
+### 7. PM2.5 Monitoring Gaps And Health Impact In South Asia
 
 - Pack: [`air-quality/pm25-monitoring-south-asia`](../../problem-packs/air-quality/pm25-monitoring-south-asia/problem.md)
 - Task: `source-inventory` — Inventory PM2.5 monitoring and air quality data sources for South Asia
@@ -121,7 +109,7 @@ These are the best entry tasks for a fresh contributor. Ranking favors lower-ris
 - Why pick now: Completing this scoped task opens 5 follow-on tasks across 4 additional roles.
 - Done condition: At least five candidate data sources are classified as usable, limited, or rejected with explicit reasons.
 
-### 9. Antimicrobial Resistance Surveillance Gaps In Low- And Middle-Income Countries
+### 8. Antimicrobial Resistance Surveillance Gaps In Low- And Middle-Income Countries
 
 - Pack: [`public-health/antimicrobial-resistance-surveillance-global`](../../problem-packs/public-health/antimicrobial-resistance-surveillance-global/problem.md)
 - Task: `source-inventory` — Inventory AMR surveillance data
@@ -133,7 +121,7 @@ These are the best entry tasks for a fresh contributor. Ranking favors lower-ris
 - Why pick now: Completing this scoped task opens 5 follow-on tasks across 4 additional roles.
 - Done condition: Five sources classified as usable, limited, or rejected.
 
-### 10. Malaria Early Warning Signals In Sub-Saharan Africa
+### 9. Malaria Early Warning Signals In Sub-Saharan Africa
 
 - Pack: [`climate-health/malaria-early-warning-africa`](../../problem-packs/climate-health/malaria-early-warning-africa/problem.md)
 - Task: `source-inventory` — Inventory malaria and climate data sources for Sub-Saharan Africa
@@ -145,7 +133,7 @@ These are the best entry tasks for a fresh contributor. Ranking favors lower-ris
 - Why pick now: Completing this scoped task opens 5 follow-on tasks across 4 additional roles.
 - Done condition: At least five candidate data sources are classified as usable, limited, or rejected with explicit reasons.
 
-### 11. Aflatoxin Exposure From Contaminated Staple Grains In Sub-Saharan Africa
+### 10. Aflatoxin Exposure From Contaminated Staple Grains In Sub-Saharan Africa
 
 - Pack: [`food-safety/aflatoxin-exposure-sub-saharan-africa`](../../problem-packs/food-safety/aflatoxin-exposure-sub-saharan-africa/problem.md)
 - Task: `source-inventory` — Inventory mycotoxin test data, climate suitability models, and post-harvest practice surveys for SSA aflatoxin risk mapping
@@ -157,7 +145,7 @@ These are the best entry tasks for a fresh contributor. Ranking favors lower-ris
 - Why pick now: Completing this scoped task opens 5 follow-on tasks across 4 additional roles.
 - 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.
 
-### 12. Urban Pluvial Flooding Risk In South Asian Megacities
+### 11. Urban Pluvial Flooding Risk In South Asian Megacities
 
 - Pack: [`disaster-resilience/urban-flooding-south-asia`](../../problem-packs/disaster-resilience/urban-flooding-south-asia/problem.md)
 - Task: `source-inventory` — Inventory satellite impervious-surface, drainage, rainfall, flood-extent, and population data sources for South Asian megacities
@@ -169,6 +157,18 @@ These are the best entry tasks for a fresh contributor. Ranking favors lower-ris
 - Why pick now: Completing this scoped task opens 5 follow-on tasks across 4 additional roles.
 - 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.
 
+### 12. Substandard And Falsified Medicine Detection And Surveillance Gaps In Low- And Middle-Income Countries
+
+- Pack: [`public-health/substandard-falsified-medicines-global`](../../problem-packs/public-health/substandard-falsified-medicines-global/problem.md)
+- Task: `source-inventory` — Inventory quality-surveillance, field-survey, market-distribution, and regulatory data sources for SF medicines analysis
+- Risk: `medium`
+- Reviewer needed: `domain-reviewer`
+- Existing evidence records: 4
+- Downstream tasks unlocked: 5
+- Downstream high-risk tasks: 3
+- Why pick now: Completing this scoped task opens 5 follow-on tasks across 4 additional roles.
+- 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.
+
 ## Unlock Paths
 
 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.
@@ -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          | 127            | 0.233              | 0.287                 |
+| `implementation-planner` | 0          | 127            | 0.233              | 0.286                 |
 | `field-reality-reviewer` | 0          | 106            | 0.195              | 0.239                 |
-| `red-team-reviewer`      | 0          | 105            | 0.193              | 0.237                 |
-| `data-cleaner`           | 0          | 101            | 0.186              | 0.228                 |
-| `literature-scout`       | 101        | 4              | 0.193              | 0.009                 |
+| `red-team-reviewer`      | 0          | 105            | 0.193              | 0.236                 |
+| `data-cleaner`           | 0          | 101            | 0.186              | 0.227                 |
+| `literature-scout`       | 100        | 5              | 0.193              | 0.011                 |
 
 ## Protocol Alerts
 

docs/wiki/Index.md

@@ -11,7 +11,7 @@
 | Packs with accepted claims | 0 |
 | Total evidence records | 326 |
 | Total tasks | 544 |
-| Scoped tasks (ready for work) | 101 |
+| Scoped tasks (ready for work) | 100 |
 | High-risk tasks | 284 |
 
 ## All Problem Packs

problem-packs/occupational-health/heat-stress-outdoor-workers-global/evidence.json

@@ -154,8 +154,7 @@
     "evidence_type": "dataset",
     "source": {
       "title": "MERRA-2: Modern-Era Retrospective analysis for Research and Applications, version 2",
-      "url": "https://gmao.gsfc.nasa.gov/reanalysis/MERRA-2/",
-      "archive_url": "https://web.archive.org/web/2024/https://gmao.gsfc.nasa.gov/reanalysis/MERRA-2/"
+      "url": "https://disc.gsfc.nasa.gov/datasets/M2T1NXSLV_5.12.4/summary"
     },
     "source_date": "2015-01-01",
     "access_date": "2026-07-03",

problem-packs/public-health/disability-access-barriers-global/evidence.json

@@ -6,7 +6,7 @@
     "evidence_type": "primary-source",
     "source": {
       "title": "WHO Global Report on Health Equity for Persons with Disabilities",
-      "url": "https://www.who.int/publications/i/item/9789240063600"
+      "url": "https://iris.who.int/handle/10665/364621"
     },
     "source_date": "2023-12-01",
     "access_date": "2026-06-07",

problem-packs/public-health/oral-health-access-global/AGENTS.md

@@ -0,0 +1,55 @@
+# Oral Health Access Pack
+
+## Overview
+
+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.
+
+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.
+
+## Key Components
+
+- `problem.json` and `problem.md`: scope, decision wedge, and baseline facts.
+- `evidence.json` and `evidence.md`: dated source-family records and source-use notes.
+- `datasets.md`: usable, limited, and rejected source classifications.
+- `claims.json`: current falsifiable data-scarcity claim.
+- `tasks.json` and `task-map.md`: work queue and dependency order.
+- `validation.md`: validation, review, and replication gates.
+
+## Diagrams
+
+### Flowchart
+
+```mermaid
+flowchart TD
+  A["WHO burden and workforce sources"] --> B["Source inventory"]
+  B --> C["Country-by-country survey and source-year extraction"]
+  C --> D["Sub-national data availability test"]
+  D --> E["Gap analysis only if public grain is sufficient"]
+  B -. "Reject country-level proxy as local access proof" .-> F["Boundary note"]
+```
+
+### Component Diagram
+
+```mermaid
+flowchart LR
+  Evidence["evidence.json"] --> Claim["claims.json"]
+  Evidence --> Datasets["datasets.md"]
+  Datasets --> Tasks["tasks.json"]
+  Claim --> Review["domain review"]
+  Tasks --> Validation["validation.md"]
+```
+
+### Sequence Diagram
+
+```mermaid
+sequenceDiagram
+  participant Agent
+  participant Evidence
+  participant DatasetInventory
+  participant Reviewer
+  Agent->>Evidence: Add or repair dated source records
+  Agent->>DatasetInventory: Classify usable, limited, rejected
+  Agent->>Reviewer: Submit narrow data-availability claim
+  Reviewer->>Evidence: Verify URLs, dates, and source scope
+  Reviewer->>DatasetInventory: Confirm source classifications
+```