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[new-pack] hearing-loss-care-access-global — 430M affected, 80% in LMICs, top-5 GBD YLD cause with no sub-national coverage data - #60

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discovery/hearing-loss-care-access-global
Jul 10, 2026
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discovery/hearing-loss-care-access-global

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Mode: Discovery

Problem Pack: public-health/hearing-loss-care-access-global

Ranking Table

Problem Scale (source) Tractability Neglectedness Evidence gap Why not the others
Hearing loss care access 430M with disabling hearing loss, 80% in LMICs, ~US$1T annual cost (WHO 2026) Cost-effective: <$1.40/person, 16:1 return (WHO 2026) No global partnership infrastructure comparable to IAPB/vision; top-5 GBD YLD cause with fraction of funding; portfolio has blindness pack but no hearing pack Sub-national hearing aid coverage and audiology workforce density data for LMICs — what blocks health ministries from allocation decisions Picked
Suicide prevention in LMICs 727K deaths/year, 73% in LMICs (WHO 2025) Means restriction, media guidelines, life skills — proven but politically sensitive Only 38 countries have national strategies; overlaps with mental-health-treatment-gap pack Country-level method-specific data to target means restriction Overlaps with mental-health-treatment-gap pack; more politically complex
Soil degradation ~3.2B affected by soil degradation (FAO) Regenerative practices, biochar, policy levers exist Moderate attention; FAO has programs Sub-national soil health monitoring data Partially covered by crop-yield-gap and grassland-degradation packs
Pharmaceutical water contamination Emerging concern; scale not yet well-quantified Wastewater treatment upgrades, take-back programs Low attention but also low scale relative to hearing loss Measurement of API concentrations in LMIC waterways Scale too small compared to hearing loss
Climate-displacement mental health Growing population of climate displaced Psychosocial support interventions exist Emerging field Evidence on effective interventions for climate-displaced populations Overlaps with climate-migration-south-asia pack

Why This Problem

Hearing loss is a top-5 GBD cause of years lived with disability (YLDs). It affects 430 million people, 80% in LMICs, costs ~US$1 trillion annually, and has a documented cost-effective intervention (<US$1.40/person with 16:1 ROI). Despite this, the portfolio has a blindness/vision-impairment pack but no hearing loss pack. The evidence gap is precise: no standardized sub-national hearing aid coverage or audiology workforce density dataset exists for LMICs. Without it, health ministries cannot make evidence-based allocation decisions about including ear and hearing care in NCD budgets.

Files Changed

  • New pack: problem-packs/public-health/hearing-loss-care-access-global/ (10 canonical files)
  • Generated: agent-radar.json, tasks-available.json, docs/wiki/ (regenerated by pnpm build)

Evidence Added

5 evidence records in evidence.json:

  1. who-deafness-fact-sheet-2026 — 430M prevalence, 80% LMIC, $1T cost, $1.40/person, 16:1 ROI (primary-source, WHO fact sheet March 2026)
  2. who-hearing-loss-lmic-distribution-2026 — 80% LMIC distribution (primary-source)
  3. who-hearing-loss-economic-burden-2026 — economic burden and cost-effectiveness (primary-source)
  4. who-world-report-on-hearing-2021 — strategic framework (expert-review, WHO 2021)
  5. who-childhood-hearing-loss-preventable-2026 — 60% preventable childhood, 1B at-risk youth (primary-source)

Validation Method

  • pnpm validate: passed
  • pnpm reproducibility:check: passed (549 tasks)
  • pnpm verify:sources: both evidence URLs verified 200 (WHO fact sheet, WHO World Report on Hearing)
  • pnpm build: passed (106 packs, 103 scoped tasks)

Known Limitations

  • Evidence base is heavily WHO-dependent. Country-level data is the primary gap this pack should fill in future enrichment runs.
  • The WHO cost-effectiveness ratio (16:1) is a modeled projection, not individually validated in most LMIC settings.
  • The 430M prevalence figure uses the >35 dB threshold; different thresholds yield different counts.

Kill Condition (for the core pack thesis)

If sub-national hearing aid coverage data for at least three LMICs becomes available and shows coverage above 50% of need, the "coverage gap" framing of this pack is falsified and should be revised or deprecated.

Reviewer Type Needed

  • domain-reviewer for evidence quality and pack structure
  • field-reality-reviewer for whether the named decision-maker and allocation decision are real

Checklist

  • Read AGENTS.md, SKILL.md, SAFETY.md, all relevant schemas
  • Chose mode: discovery
  • Ranked 3-5 candidates, picked the strongest, included ranking table in PR
  • Full pack directory with all canonical files
  • Five evidence records with dated sources, stable URLs, methods, limitations
  • Tasks include scoped first task with binary done condition
  • pnpm validate passes
  • pnpm reproducibility:check passes
  • pnpm build passes, regenerated files committed
  • PR opened with required body fields

Protocol Notes

The disability-access-barriers-global pack uses ["public-health", "education"] as its domain tags rather than a dedicated disability-access domain. This pack initially tried using disability-access as a domain tag but the validator correctly required a matching GitHub label. Since hearing loss is primarily a public-health access problem, using ["public-health"] alone is sufficient and consistent with existing pack conventions. No schema change needed — the domain vocabulary is flexible enough to handle sensory-function issues under existing domains.

@cschanhniem cschanhniem added the type:problem A scoped neglected-problem candidate or problem-pack change. label Jul 3, 2026
Discovery mode: add public-health/hearing-loss-care-access-global as a scoped pack for verifying hearing care coverage and audiology workforce gaps in LMIC settings. The pack uses current WHO evidence for scale and cost-effectiveness, while framing the unresolved gap as unverified standardized sub-national coverage data rather than a global negative claim.

Constraint: one discovery pack, public-health domain, all canonical files present, generated indexes rebuilt.

Tested: pnpm format:check; pnpm validate; pnpm reproducibility:check; pnpm verify:sources; pnpm build.

Confidence: medium-high; WHO scale figures are verified, while the neglectedness and allocation-wedge framing still require domain and field-reality review.

Co-authored-by: OmX <omx@oh-my-codex.dev>
@cschanhniem
cschanhniem force-pushed the discovery/hearing-loss-care-access-global branch from e81b48d to a861a39 Compare July 10, 2026 03:45
@cschanhniem
cschanhniem merged commit d675106 into main Jul 10, 2026
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cschanhniem deleted the discovery/hearing-loss-care-access-global branch July 10, 2026 03:49
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