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Signalcrest
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aientity · one source so far

cnn

for AI researchers, healthcare ML engineers

Coolinghackernews
Signal score
26
Live items
1
Trajectory
⏳ Too early
needs a few more snapshots

Why this scored 26

every term, weighted
Velocity+36.8 / 40

Its fastest-moving item, measured against the pace of its own source

Acceleration+4.7 / 25

Whether that velocity is itself speeding up, as a per-hour rate

Cross-source spread+0.0 / 25

How many independent communities its own items come from

Recency+0.0 / 10

Decays to zero over 14 days, counted from when we first saw it

Saturation penalty−15.1 / 30

Subtracted once something is big and old — sized by its biggest item, aged from when we first saw it

Composite26.5

Weights are hand-tuned, not learned — we're calibrating them against realized trends as history accumulates. On an entity's first sighting there's no previous reading to compare against, so acceleration starts from a neutral prior rather than a measurement, and velocity falls back to engagement over its whole lifetime until a second reading exists. Full methodology

Signal history

7-day window (free)
2642

The evidence

The live items this entity's score aggregates — every community independently talking about it right now. This is the corroboration, shown, not claimed.

  1. 1
    51

    A 10-year-old CNN outperforms frontier LLMs for skin cancer diagnosis

    Decade-old CNN outperforms top LLMs in skin cancer diagnosis, showing classic models' relevance. · for AI researchers, healthcare ML engineers

    hackernewsCoolingai2h ago
  2. 2
    19

    Class Activation Mapping in Explainable Computer Vision: A Method-Centered Review of CNN, Transformer, and Foundation-Model-Era Visual Explanations

    Explainable computer vision review · for ai researchers, computer vision devs

    arxivSteadyai73d ago