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Patricia Arack

Co-chair, San Francisco Mayor's Disability Council

We identified Arack’s voice at three meetings.

3 of 6transcribed meetings with their voice identified
Talk time, and Arack’s other bodies
Neighborhoods Arack named

One place Arack named in meetings

Lines where Arack named the place, read by two AI readers that both agree it means that place. Each dot plays the newest one; brighter means named more often.

San Francisco
  • Golden Gate Park 1 time

Places are drawn at the centre of their own boundary in the city’s Analysis Neighborhoods file (DataSF (City and County of San Francisco)). A dot says the place was named, not where Arack was or what was said about it.

Meetings

Every meeting where we identified Arack’s voice

Three, newest first. The date opens the meeting; the time plays the video at Arack’s first remark.

  1. May 15, 2026Mayor's Disability CouncilBusiness and economic development5.5 min1:46:41
  2. Jan 16, 2026Mayor's Disability Council15.5 min1:15
  3. Nov 21, 2025Mayor's Disability Council5.4 min55:59
How we identify who is speaking · blind check, pooled across five cities: of 340 commission lines drawn, 260 right, 4 wrong, 1 unclear, 75 couldn’t be judged

A meeting missing here means we couldn’t attribute the voice, not that Arack was absent. Claude and Gemini each read every transcript with that day’s roster. A voice gets Patricia Arack’s name only when both agree and a code check finds the name said on, or just before, their turn. Voices our transcripts merge with someone else’s are never attributed, so every count here undercounts what Arack said. For commissions, of 340 lines drawn, 260 were right, 4 wrong and 1 unclear, and the checkers couldn’t judge 75. We have since removed the voices behind 64 of those lines (3 wrong, 0 unclear, the rest we had already held for other reasons). Of the 276 lines we still publish, the checkers could judge 228: 226 right, 1 wrong and 1 unclear (90% lower bound 0.97). They couldn’t judge the other 48. The check is one sample pooled across the five cities, not of Arack or of San Francisco alone.