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Predictors of Choosing Civil Engineering as a Major Among STEM Students in Saint Mary’s University Senior High School

Joaquin Miguel Ferrer, Janrick Gapasin, Rondel Ciandro Viray, Kristine Angela Guinid, Francine Myrtle Mauricio, John Carlo Armando
Psychology and Education: A Multidisciplinary Journal · 2026-05-01 · DOI 10.70838/pemj.551007
Token #7798
✓ Verified on SciChain. The record below hashes to exactly the content hash stored on chain for token #7798.
Token#7798 of SciMatic Articles (ERC-1155), fixed supply 1,000,000
Contract0x0E596B4bb924937aA35D9b342A90347ed6F05eF8
Mint transaction0xf916edc7eb4c01d8d768000c7be7558840004a78d783caf7c2b5301cbed8211d · block 12110916
Minted2026-10-02 12:45 UTC
Hash on chain0x08e6f1f7d73c90211376c5f6b3d46a22bcd2906e40f01c725fef603f25e494b5
SHA-256 of the record0x08e6f1f7d73c90211376c5f6b3d46a22bcd2906e40f01c725fef603f25e494b5
Article today Matches the anchored record.

Allocation at minting

HolderWalletMintedHolds now
SciMatic (10%) 0xc35709AB…277732 100,000 100,000
Joaquin Miguel Ferrer 0xA44C3452…06C69b 150,000 150,000
Janrick Gapasin 0x82B63990…F2a79B 150,000 150,000
Rondel Ciandro Viray 0x26b9e275…81260E 150,000 150,000
Kristine Angela Guinid 0x940fF0EB…3583e4 150,000 150,000
Francine Myrtle Mauricio 0xeFB4EbAb…2BCdcc 150,000 150,000
John Carlo Armando 0x8F25c83F…a21038 150,000 150,000

The anchored record

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

{"abstract":"Choosing an academic major is a crucial step in students’ academic careers, especially for those in their first year of college. Selecting an engineering course is particularly important, as it shapes a student’s academic path and future employment opportunities. This study examines particular predictors, such as socioeconomic status, mathematics performance, parental influence, career prospect perception, analytical and problem-solving skills, and spatial ability, that may influence STEM students at Saint Mary's University Senior High School in their decision to select Civil Engineering as their major in college. This study employed qualitative and quantitative approaches to examine factors influencing STEM students’ preference for Civil Engineering. Conducted at Saint Mary’s University with 61 respondents from the Grade 12 Science, Technology, Engineering, and Mathematics strand, the study used a validated questionnaire. The data were analyzed through descriptive statistics, correlation, regression, and thematic analysis. The results revealed that the respondents’ level of preference for civil engineering is moderate. Moreover, the Pearson coefficient of correlation suggests that, among the six predictors examined, only Analytical and Problem-Solving Skills significantly influence students’ preference for Civil Engineering. Furthermore, based on the regression analysis, socio-economic status, spatial test scores, parental influence, career prospect perception, analytical and problem-solving skills, and math performance do not significantly explain students’ preference for Civil Engineering. Lastly, the thematic analysis reveals that academic issues, particularly those related to mathematics, are more prominent concerns compared to external, career, or financial factors. All in all, results showed a moderate preference, with analytical and problem-solving skills as the only significant predictor, while career prospect perception had a slight negative effect. The regression model explained only 9% of the variance, highlighting other possible factors. With its small, localized sample, the study recommends expanding predictors, diversifying samples, and strengthening career guidance programs.","abstract_source":"original","authors":["Joaquin Miguel Ferrer","Janrick Gapasin","Rondel Ciandro Viray","Kristine Angela Guinid","Francine Myrtle Mauricio","John Carlo Armando"],"date":"2026-05-01","doi":"10.70838/pemj.551007","id":7798,"issue":10,"journal":{"issn":"2822-4353","name":"Psychology and Education: A Multidisciplinary Journal"},"pdf_sha256":"17247f4a3af5c9e00de23a7a25fecc4046254d906b8676dfb9c58cc1996652e1","schema":"scimatic-article/1","title":"Predictors of Choosing Civil Engineering as a Major Among STEM Students in Saint Mary’s University Senior High School","volume":55}

Check it yourself

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

printf '%s' "$(curl -s https://scimatic.org/nft/articles/7798.json | jq -r .canonical_record)" | sha256sum

2. The hash stored on chain (contentHash(7798)):

curl -s https://rpc.scimatic.net -H 'content-type: application/json' \
  -d '{"jsonrpc":"2.0","id":1,"method":"eth_call","params":[{"to":"0x0E596B4bb924937aA35D9b342A90347ed6F05eF8","data":"0xf3e0c2900000000000000000000000000000000000000000000000000000000000001e76"},"latest"]}'

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