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Audit and revision notes (internal)
Summary
Internal audit of articles addressing spelling, speaker clarity and numeric precision; corrections were applied to speaker attributions, proper-name spellings, and to avoid attributing statements to unclear voices.
Audit summary (internal): after drafting articles the assistant reviewed the pieces against the Issues Rules checklist. Key findings and fixes applied:
- Spelling: The transcript contained multiple spellings of the county name (e.g., "Belrammy," "Bel Tramy"); all occurrences were normalized to "Beltrami County." (Severity: medium)
- Speaker clarity / misidentification: The transcript contains near‑duplicate or inconsistent names (for example "Lisa Monzoud" vs. "Lisa Mard"). Where a single speaker self‑identified (e.g., Jeff Lyn, Brent Rude, Kevin Warren, Mitch Rodio, Corey) those names were used. Where attributions were ambiguous (presenter voices without explicit name), the article uses a functional label such as "Presenter." (Severity: medium)
- Quantitative precision: Several funding figures were stated imprecisely in the transcript (e.g., "one 1.25 25 million"). The articles use the exact dollar amounts as spoken when clear (county seed $520,000; $300,000 spent to date; Minnesota Housing awards described as approximately $1.25M for homes 2–6 and an additional estimated $1.25M request for homes 7–10; presenters also said this leverage pushes toward a roughly $4.5M total). Where the transcript text was ambiguous, articles flag estimates and label them as "approximate" or "pending award." (Severity: low)
- Attribution lock: All direct quotes in articles are mapped to speakers who self‑identified in the transcript or to a labeled "Presenter" voice when no name was provided. No quote was attributed to a speaker not present in the transcript. (Severity: low)
- Chronology and framing: Articles preserve the meeting order and explicitly separate discussion from decisions; where no formal vote occurred, the article does not state an outcome. (Severity: low)
- Omission: The audit confirmed inclusion of proposed staffing asks and the county’s projected budget impact for the MAPA implementation topic; no substantive dissent present in transcript was omitted. (Severity: low)
Revision note: Articles were adjusted to avoid misattributing lines where the transcript did not explicitly name a speaker. Numeric estimates labeled as approximate were retained but flagged for verification. No new facts were introduced beyond corrections to spelling and clarification of ambiguous attributions.
