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Understanding Predictors of Statistical Competency: Exploring the Role of Attitude, Effort, Anxiety and Learning Approaches

Girlie Villanueva, Geraldine Abella
Psychology and Education: A Multidisciplinary Journal · 2024-06-29 · DOI 10.5281/zenodo.12591659
Token #3137
✓ Verified on SciChain. The record below hashes to exactly the content hash stored on chain for token #3137.
Token#3137 of SciMatic Articles (ERC-1155), fixed supply 1,000,000
Contract0x0E596B4bb924937aA35D9b342A90347ed6F05eF8
Mint transaction0xe8b42ee66747454e5d19270b798beef130f51eb66bce3525a5ebe59bcfc73ee2 · block 12100117
Minted2026-10-01 21:45 UTC
Hash on chain0x245eacd415fb43d4da4dc2697c03ec3b8af69fd153bccdb77797bdfacbbb7612
SHA-256 of the record0x245eacd415fb43d4da4dc2697c03ec3b8af69fd153bccdb77797bdfacbbb7612
Article today Matches the anchored record.

Allocation at minting

HolderWalletMintedHolds now
SciMatic (10%) 0xc35709AB…277732 100,000 100,000
Girlie Villanueva 0xBf05eD95…C2Bc8D 450,000 450,000
Geraldine Abella 0xC83146a6…6b5519 450,000 450,000

The anchored record

Canonical JSON (keys sorted, no spaces, UTF-8). Its SHA-256 is the hash on chain.

{"abstract":"Statistical competency, characterized by the ability to analyze and interpret data, is crucial in today's research-driven world. This study investigated factors affecting this competency in college students. Using a correlational design, data were collected from 325 students via surveys using stratified random sampling. Results from ordinal logistic regression revealed that factors like effort, degree program (math-related vs. non-math), delivery type (blended vs. modular), and a deep learning approach positively influence competency. Conversely, a surface learning approach has a negative impact. Attitudes, anxiety, and strategic learning approach were not found to be significant predictors. These findings suggest that various factors contribute to statistical competency, and educational strategies should address these diverse influences.","abstract_source":"original","authors":["Girlie Villanueva","Geraldine Abella"],"date":"2024-06-29","doi":"10.5281/zenodo.12591659","id":3137,"issue":4,"journal":{"issn":"2822-4353","name":"Psychology and Education: A Multidisciplinary Journal"},"pdf_sha256":"2f585324d9f6fc9fce6d589d7cd799354b4702babe03c1a1ea4e91a8e219919a","schema":"scimatic-article/1","title":"Understanding Predictors of Statistical Competency: Exploring the Role of Attitude, Effort, Anxiety and Learning Approaches","volume":21}

Check it yourself

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

printf '%s' "$(curl -s https://scimatic.org/nft/articles/3137.json | jq -r .canonical_record)" | sha256sum

2. The hash stored on chain (contentHash(3137)):

curl -s https://rpc.scimatic.net -H 'content-type: application/json' \
  -d '{"jsonrpc":"2.0","id":1,"method":"eth_call","params":[{"to":"0x0E596B4bb924937aA35D9b342A90347ed6F05eF8","data":"0xf3e0c2900000000000000000000000000000000000000000000000000000000000000c41"},"latest"]}'

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