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What the picker changes
  • Top topics digest — the cards score the selected period against the prior 4 weeks.
  • 12-week heatmap & outlet matrix — show the 12 weeks ending at the selected week (they slide back with the picker, they aren’t a fixed snapshot).
  • Per-topic volume / alias drift — same 12-week trailing window, anchored on the selected period.
  • Coverage gap quadrant — scores the selected period against the 12 weeks before it (not including it).
  • Anomaly cards — only show alerts the detector fired during the selected period. Quiet weeks legitimately show none.
What stays as-is
  • Outlet orientation strip / lean colours — context-only, drawn from the last 12 weeks of activity regardless.
  • Co-occurrence graph — recent-activity anchored, not picker-driven.
  • Source & topic profiles — all-time data for the topic; the picker doesn’t affect them.
Rolling 7 days is a sliding live window for “current vibes”; switch to Weekly to compare specific weeks side-by-side.
Weekly Rolling 7 days
live window
Topic · social

Healthcare Workforce Expansion

26 posts · 7,216 engagement · first seen 21 Oct 2022 · last seen 20 Oct 2026

Policies, strategies, and debates surrounding the recruitment, training, and expanded roles of New Zealand's health professionals — including GPs, nurses, pharmacists, and overseas-trained doctors — to address workforce shortages across primary and secondary care.

Stance breakdown

How the per-edge framings classify across 11 classified edges. Each framing is labelled by a small AI stance classifier; see the methodology page for details.

9%
91%
Supportive 1 Critical 10

Sentiment breakdown

Whole-post emotional valence across 11 classified posts that reference this topic. Distinct from stance: a post can be supportive of the topic and still negative in tone (an angry supporter) — the two together capture the texture short-form posts compress into very few words.

27%
27%
45%
Positive 3 Neutral 3 Negative 5

Platform mix

Where the conversation is happening. Engagement is volume-weighted (likes + 2×shares + 3×replies); a small number of high-impact posts can outrank a high-volume but low-engagement platform.

  • facebook
    2 posts · 3,629 engagement
    3,629
  • twitter
    2 posts · 882 engagement
    882
  • reddit
    2 posts · 532 engagement
    532
  • youtube
    5 posts · 28 engagement
    28

Top posts by engagement

The most-engaged posts referencing this topic. Engagement is likes + 2×shares + 3×replies; the order matches the digest ranking on /social.