The Weight of What Might Be: Reflections on Statistical Significance

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The anchored record

Canonical JSON (keys sorted, no spaces, UTF-8). Its SHA-256 is the hash on chain. The abstract here is gemini generated, not the author's own text.

{"abstract":"This essay explores the concept of statistical significance and its influence on scientific research, examining both established principles and emerging perspectives. The author discusses how statistical significance, particularly the p-value and the p < 0.05 threshold, acts as a gatekeeper for scientific discovery, providing a framework to discern effects from random chance. The article highlights that this threshold, originally intended for preliminary consideration, has become an almost unquestioningly accepted boundary across disciplines. The author reflects on the power and problems associated with the value afforded to statistical significance, noting its life-changing impacts in fields like clinical medicare and environmental science. The essay argues that labeling results as “statistically significant” involves making decisions under uncertainty and can lead to a false dichotomy, potentially discarding valuable insights when no significance is found. The author also touches upon the philosophical contention surrounding significance testing, referencing Deborah Mayo’s severity requirement for scientific tests, which emphasizes whether results exceed predefined bounds and provide high confidence in hypotheses.","abstract_source":"gemini_generated","authors":["Jonathan Edwin Remegia"],"date":"2025-05-27","doi":"10.70838/aela.010117","id":5336,"issue":1,"journal":{"issn":"xxxx-xxxx","name":"Akademika: Educational Learning Anthology"},"pdf_sha256":"18dbe5693d0e6c48484e6923c47bb5c73184411131d60661d5dc18841d11a22d","schema":"scimatic-article/1","title":"The Weight of What Might Be: Reflections on Statistical Significance","volume":1}

Check it yourself

1. The record, from the token's own metadata:

printf '%s' "$(curl -s https://scimatic.org/nft/articles/5336.json | jq -r .canonical_record)" | sha256sum

2. The hash stored on chain (contentHash(5336)):

curl -s https://rpc.scimatic.net -H 'content-type: application/json' \
  -d '{"jsonrpc":"2.0","id":1,"method":"eth_call","params":[{"to":"0x0E596B4bb924937aA35D9b342A90347ed6F05eF8","data":"0xf3e0c29000000000000000000000000000000000000000000000000000000000000014d8"},"latest"]}'

The two must be equal (the second with a 0x in front).