R0043/2026-03-28/Q001/S02
WebSearch — Automation bias and overreliance terminology across regulated industries
Summary
| Field |
Value |
| Source/Database |
WebSearch |
| Query terms |
"automation bias" OR "overreliance" OR "complacency" AI terminology taxonomy across domains survey |
| Filters |
None |
| Results returned |
10 |
| Results selected |
3 |
| Results rejected |
7 |
Selected Results
| Result |
Title |
URL |
Rationale |
| S02-R01 |
Automation bias: systematic review of frequency, effect mediators, and mitigators — PMC |
https://pmc.ncbi.nlm.nih.gov/articles/PMC3240751/ |
Systematic review with cross-domain frequency data and terminology mapping |
| S02-R02 |
Complacency and bias in human use of automation — Parasuraman & Manzey 2010 |
https://journals.sagepub.com/doi/10.1177/0018720810376055 |
Foundational integrated model distinguishing automation bias from complacency |
| S02-R03 |
Exploring automation bias in human-AI collaboration — Springer |
https://link.springer.com/article/10.1007/s00146-025-02422-7 |
2025 review spanning cognitive psychology, human factors, HCI, and neuroscience |
Rejected Results
| Result |
Title |
URL |
Rationale |
| S02-R04 |
Automation bias — Wikipedia |
https://en.wikipedia.org/wiki/Automation_bias |
Encyclopedia entry; not a primary source |
| S02-R05 |
Integrated model diagram — ResearchGate |
https://www.researchgate.net/figure/An-integrated-model-of-complacency-and-automation-bias_fig4_47792928 |
Figure only; source paper already captured |
| S02-R06 |
Automation Bias — BotPenguin |
https://botpenguin.com/glossary/automation-bias |
Commercial glossary; not authoritative |
| S02-R07 |
Automation Bias — The Decision Lab |
https://thedecisionlab.com/biases/automation-bias |
Popular science summary; not primary |
| S02-R08 |
Automation Bias — TechTarget |
https://www.techtarget.com/searchitoperations/definition/What-is-automation-bias |
IT trade publication definition; content covered by academic sources |
| S02-R09 |
Overreliance on AI — Lumenova |
https://www.lumenova.ai/blog/overreliance-on-ai-adressing-automation-bias-today/ |
Commercial blog post |
| S02-R10 |
Complacency and Bias — PubMed |
https://pubmed.ncbi.nlm.nih.gov/21077562/ |
Duplicate of Parasuraman & Manzey 2010 already selected |
Notes
This search confirmed that "automation bias" is the dominant cross-domain term. The Parasuraman & Manzey (2010) integrated model is the most-cited framework for distinguishing automation bias from automation complacency. The systematic review (PMC3240751) provides frequency data across healthcare, aviation, military, and generic HCI.