{
  "education_level": "Unknown",
  "education_level_source": null,
  "education_level_confidence": null,
  "education_institution": "International Black Sea University; University of Westminster; University of Sorbonne",
  "education_institution_source": null,
  "education_institution_confidence": 0.5,
  "education_field": "Business Administration; Diplomatic Studies; Arab and Islamic Studies; International Relations",
  "education_field_source": null,
  "education_field_confidence": 0.5,
  "prior_occupation": "Chairwoman of Caucasus Economic Policy Institute (CEPI); Regional Market Access at Pfizer; President of the Swiss-Georgian Business Council",
  "prior_occupation_source": null,
  "prior_occupation_confidence": 0.5,
  "class_background": "Unknown",
  "class_background_source": null,
  "class_background_confidence": null,
  "disability_status": "Unknown",
  "disability_status_source": null,
  "disability_status_confidence": null,
  "birth_place": "Tbilisi, Georgia",
  "birth_place_source": "https://info.parliament.ge/hr/colleague/1/2499/last-declaration",
  "birth_place_confidence": 0.9,
  "birth_year": 1977,
  "birth_year_source": "https://en.wikipedia.org/wiki/Nona_Mamulashvili",
  "birth_year_confidence": 1,
  "lgbtq_status": "Unknown",
  "lgbtq_status_source": null,
  "lgbtq_status_confidence": null,
  "lgbtq_details": null,
  "lgbtq_details_source": null,
  "lgbtq_details_confidence": null,
  "confidence": 0.575,
  "justification": "Source-backed searches resolved 2 core fields (including birth_place, birth_year), while 8 core fields remain unknown due to limited verifiable evidence. Top unresolved reasons: recovery_blocked_no_candidates(6), finalization_policy_demotion_source_tier_below_policy_threshold(2)."
}