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Determining Human Factors in Aviation Among Indiana Aerospace University Pilots

Eugene Toring, Kimberly Toring, Zeus Kyle Caalim, Welbert Bahinting, Leory Ozias Abranilla, Justine Dirk Lapiña, Aristotle Hosea Lacno, Carl Japheth Gumapang, Raven Layan, Guido Guanzon, Vince Andre Salang, Alexis Rhey Limboy, Jhoselle Tus
Journal of Advanced Studies in Aviation, Aerospace, and Management · 2025-05-29 · DOI 10.70838/jasaam.010206
Token #5351
✓ Verified on SciChain. The record below hashes to exactly the content hash stored on chain for token #5351.
Token#5351 of SciMatic Articles (ERC-1155), fixed supply 1,000,000
Contract0x0E596B4bb924937aA35D9b342A90347ed6F05eF8
Mint transaction0x013520515400e02cf0f7b43d043465c2e1741856f4f04ad551db82fecd2f6790 · block 12105517
Minted2026-10-02 05:15 UTC
Hash on chain0xd6d4a76dcd0910146fa5a7d3264469a61c128bbac57575823b5bdd24a5bee66f
SHA-256 of the record0xd6d4a76dcd0910146fa5a7d3264469a61c128bbac57575823b5bdd24a5bee66f
Article today Matches the anchored record.

Allocation at minting

HolderWalletMintedHolds now
SciMatic (10%) 0xc35709AB…277732 100,000 100,000
Eugene Toring 0x59AFBa9c…f57FBA 69,240 69,240
Kimberly Toring 0xc83A5E05…d1c47C 69,230 69,230
Zeus Kyle Caalim 0xf5C0A2c8…fFeEfa 69,230 69,230
Welbert Bahinting 0x99988720…c3c550 69,230 69,230
Leory Ozias Abranilla 0xC39bf0D1…E0EE5e 69,230 69,230
Justine Dirk Lapiña 0x09fc520E…dA29D7 69,230 69,230
Aristotle Hosea Lacno 0x454843f7…A35C8c 69,230 69,230
Carl Japheth Gumapang 0xAdF86271…0FBBC3 69,230 69,230
Raven Layan 0x2D680917…C16dA2 69,230 69,230
Guido Guanzon 0xaEd35561…085bCD 69,230 69,230
Vince Andre Salang 0x550f08D7…905adc 69,230 69,230
Alexis Rhey Limboy 0xe448E51f…37541d 69,230 69,230
Jhoselle Tus 0x3229b82a…39e206 69,230 69,230

The anchored record

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

{"abstract":"This study aimed to determine the key human factors influencing aviation performance among pilots at Indiana Aerospace University (IAU), focusing on training and flight simulation, safety culture, and workload management. Using a descriptive quantitative research design, the study employed a self-made questionnaire with a 5-point Likert scale to gather data from 50 participants across five pilot groups: student pilots, private pilots, commercial pilots, ground instructors, and flight instructors. Stratified random sampling ensured that all pilot categories were adequately represented. Data were collected through face-to-face distribution of surveys and analyzed using weighted mean and ranking methods. Findings revealed that IAU pilots strongly agreed on the significance of human factors in aviation safety and performance. Regarding safety culture, pilots recognized a well-established system that promotes open communication, mutual respect, and a supportive reporting environment. Workload management, while generally effective, showed areas for improvement, particularly in shift scheduling and institutional support systems to prevent fatigue. Training and simulation programs were also rated highly, especially for their effectiveness in reducing errors and preparing pilots for in-flight emergencies. However, pilots suggested improvements in simulation realism and continuous updates to training standards to match current aviation demands. The study concluded that addressing human factors such as training quality, effective workload distribution, and a robust safety culture is essential for minimizing human error and enhancing overall aviation outcomes. It recommends that IAU adopt more flexible academic policies during flight periods, improve flight scheduling systems, enhance simulator fidelity, and promote a just culture for safety reporting. These strategies will strengthen pilot preparedness, reduce risk, and reinforce IAU’s position as a leading institution in aviation education.","abstract_source":"original","authors":["Eugene Toring","Kimberly Toring","Zeus Kyle Caalim","Welbert Bahinting","Leory Ozias Abranilla","Justine Dirk Lapiña","Aristotle Hosea Lacno","Carl Japheth Gumapang","Raven Layan","Guido Guanzon","Vince Andre Salang","Alexis Rhey Limboy","Jhoselle Tus"],"date":"2025-05-29","doi":"10.70838/jasaam.010206","id":5351,"issue":2,"journal":{"issn":"3062-4460","name":"Journal of Advanced Studies in Aviation, Aerospace, and Management"},"pdf_sha256":"edf3812ff12af2e38071f49739270522fc25eb21d49dd99c99e70f7b60f9e56c","schema":"scimatic-article/1","title":"Determining Human Factors in Aviation Among Indiana Aerospace University Pilots","volume":1}

Check it yourself

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

printf '%s' "$(curl -s https://scimatic.org/nft/articles/5351.json | jq -r .canonical_record)" | sha256sum

2. The hash stored on chain (contentHash(5351)):

curl -s https://rpc.scimatic.net -H 'content-type: application/json' \
  -d '{"jsonrpc":"2.0","id":1,"method":"eth_call","params":[{"to":"0x0E596B4bb924937aA35D9b342A90347ed6F05eF8","data":"0xf3e0c29000000000000000000000000000000000000000000000000000000000000014e7"},"latest"]}'

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