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A HEURISTIC INQUIRY INTO PUBLIC MANAGERS’ ENGAGEMENT WITH ARTIFICIAL INTELLIGENCE (AI) TOOLS IN POLICY IMPLEMENTATION AND GOVERNANCE

Roland M. Fronda
Asia-Pacific Journal of Multidisciplinary Research in Business, Education, and Social sciences · 2026-09-17
Token #10121
✓ Verified on SciChain. The record below hashes to exactly the content hash stored on chain for token #10121.
Token#10121 of SciMatic Articles (ERC-1155), fixed supply 1,000,000
Contract0x0E596B4bb924937aA35D9b342A90347ed6F05eF8
Mint transaction0xcafdbdbc9af755319d41d27bdc9fe1e89d221701360ef6455e19d24a14ccdffb · block 12113079
Minted2026-10-02 15:45 UTC
Hash on chain0x48b13ffc033daa6347ef32ca218c810f2827b9e67caa0462d960810cf6f60138
SHA-256 of the record0x48b13ffc033daa6347ef32ca218c810f2827b9e67caa0462d960810cf6f60138
Article today Matches the anchored record.

Allocation at minting

HolderWalletMintedHolds now
SciMatic (10%) 0xc35709AB…277732 100,000 100,000
Roland M. Fronda 0x45aD6Eee…7e8Ec6 900,000 900,000

The anchored record

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

{"abstract":"Artificial intelligence is rapidly reshaping public governance, promising greater efficiency while raising urgent questions about fairness, accountability, and human oversight. Within the Philippine Department of Education (DepEd), AI tools increasingly support policy implementation, yet little is known about how public managers personally experience and navigate the ethical dilemmas this technology introduces. This study addresses that gap by exploring how third-level public managers in DepEd Region III perceive, interpret, and enact ethical considerations when engaging with AI in governance and policy implementation. Employing Moustakas' heuristic phenomenological approach, the researcher conducted in-depth interviews with eight third-level career executive officer participants, analyzing their narratives through the six stages of heuristic inquiry—Initial Engagement, Immersion, Incubation, Illumination, Explication, and Creative Synthesis—and interpreting findings through New Public Service, Ethical Governance, Algorithmic Accountability, and Policy Implementation theories. Results reveal that participants experienced AI not as a neutral administrative tool but as an emerging moral presence requiring constant validation, contextualization, and human judgment. Recurring concerns included data privacy, misinformation, depersonalized communication, and the erosion of authentic human intent, alongside a marked absence of institutional AI governance frameworks. Participants consistently affirmed that final ethical accountability must remain with human leaders. The study concludes that AI governance in education is fundamentally a human and moral undertaking, and recommends that DepEd institutionalize clear ethics frameworks, strengthen AI literacy, and mandate human oversight to ensure technology serves rather than displaces ethical leadership.","abstract_source":"original","authors":["Roland M. Fronda"],"date":"2026-09-17","doi":null,"id":10121,"issue":2,"journal":{"issn":"3082-4699","name":"Asia-Pacific Journal of Multidisciplinary Research in Business, Education, and Social sciences"},"pdf_sha256":"a6282ccb2d0d3faeb04abb170f88b5c870f0014bcc73d20529c6936bf88efe7f","schema":"scimatic-article/1","title":"A HEURISTIC INQUIRY INTO PUBLIC MANAGERS’ ENGAGEMENT WITH ARTIFICIAL INTELLIGENCE (AI) TOOLS IN POLICY IMPLEMENTATION AND GOVERNANCE","volume":1}

Check it yourself

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

printf '%s' "$(curl -s https://scimatic.org/nft/articles/10121.json | jq -r .canonical_record)" | sha256sum

2. The hash stored on chain (contentHash(10121)):

curl -s https://rpc.scimatic.net -H 'content-type: application/json' \
  -d '{"jsonrpc":"2.0","id":1,"method":"eth_call","params":[{"to":"0x0E596B4bb924937aA35D9b342A90347ed6F05eF8","data":"0xf3e0c2900000000000000000000000000000000000000000000000000000000000002789"},"latest"]}'

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