FINDING #8555 · UNIT ID 1166412094
ZJU4HealthCare/Foundations-of-Medical-LLMs
Foundations of Medical Large Language Model Learning
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
4% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S2 · NO EXTERNAL ISSUE/PR AUTHORS DESPITE 100+ STARS
S10 · DEAD CODE, ZERO CONTRIBUTORS, YET STARS KEEP DRIPPING
Growth Telemetry
VELOCITY /D
10.57
ACCEL
-0.14
RETENTION
78.2%
PEAK 2026-08-22 · FORK-RETENTION 77.8% · 74 STARS / WINDOW
Author Audience
AUDIENCE
1,361
FOLLOWERS
287
OWNER ★
3,933
Engagement Signals
FORKS
351
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 74 / 74 (DIVERSITY 1.00)
Why This Is A Finding
ZJU4HealthCare/Foundations-of-Medical-LLMs собрал 74 звёзд за окно, тогда как у автора всего 287 подписчиков — эффективная аудитория ≈ 1,361. Это даёт surprise-индекс 0.00755 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 77.8% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация отрицательная — внимание остывает после пика.
Related Findings
RANKS ABOVE 12% OF 9760 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9760 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 12%
VELOCITY10.573.71+6.86ABOVE 79%
RETENTION78.2%38.0%+40.2 PPABOVE 95%
FORKS35186+265ABOVE 82%
SURPRISE0.010.01-0.00ABOVE 43%