Are ceiling fans really the ‘kiss of death’ for design?
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Signal breakdown
Heuristic (v1/v3)
0.00 · CENTER
ML v2 (DistilBERT)
-0.254 · LEFT
Ensemble
-0.127 · CENTER
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Rolling outlet bias
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Article Excerpt
DESIGN DEBATE
Are ceiling fans really the ‘kiss of death’ for design?
MATTHEW HAGUE
SPECIAL TO THE GLOBE AND MAIL
PUBLISHED 1 HOUR AGO
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According to one analysis, ceiling fans use less than 10 per cent of the electricity of a conventional air conditioner.
ALEX LUKEY/SUPPLIED
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It’s been a hot summer – so sweltering that even the snobbiest of decor enthusiasts might be longing for a ceiling fan, an appliance deemed so ugly it’s bee…
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WTF uses a two-tier system: every article gets a heuristic bias score from keyword analysis, and priority articles (high overlap across 3+ outlets or strong heuristic signal) get full LLM analysis from B.I.A.S. and V.E.R.I.F.Y.