PADILLA_UNCERTAINTY_VIZ | DOI_RESOLVABLE_PAYWALL_OR_PUBLISHER_TERMS_MAY_APPLY | NOT_ASSUMED_OPEN; DOI_NE_OPEN_LICENSE | PEER_REVIEWED_PRIMARY_OR_SURVEY | Uncertainty-viz errors under limited working memory (condition-bound) | Task/population specific; not universal ERROR_BARS ban |
KALE_HOPS | DOI_OR_PUBLISHER_PAGE | NOT_ASSUMED_OPEN; DOI_NE_OPEN_LICENSE | PEER_REVIEWED_HCI | Animated outcome ensembles can aid uncertainty communication in studied settings | Not a NEXUS validation; animation ≠ evidence strength |
CORRELL_VSUP | DOI_OR_PUBLISHER_PAGE | NOT_ASSUMED_OPEN; DOI_NE_OPEN_LICENSE | PEER_REVIEWED_VIS | Palette designs that suppress value under high uncertainty (studied) | Palette heuristic ≠ scientific claim upgrade |
SWELLER_2019 | DOI_OR_PUBLISHER_PAGE | NOT_ASSUMED_OPEN; DOI_NE_OPEN_LICENSE | EDUCATIONAL_PSYCHOLOGY_THEORY | Working-memory limits; germane as allocation toward schema construction | Not unqualified additive three-load UI doctrine |
CHANDLER_SWELLER | DOI_OR_PUBLISHER_PAGE | NOT_ASSUMED_OPEN; DOI_NE_OPEN_LICENSE | EDUCATIONAL_PSYCHOLOGY_EMPIRICAL | Extraneous load reduction under instructional conditions | Instructional materials ≠ NEXUS production UI proof |
HICK_1952 | DOI_OR_HISTORICAL_ARCHIVE | NOT_ASSUMED_OPEN; DOI_NE_OPEN_LICENSE | CLASSIC_HF_EMPIRICAL | Choice information vs RT relation (studied) | Not validated NEXUS UI law |
HYMAN_1953 | DOI_OR_HISTORICAL_ARCHIVE | NOT_ASSUMED_OPEN; DOI_NE_OPEN_LICENSE | CLASSIC_HF_EMPIRICAL | Stimulus information vs RT (studied) | Not validated NEXUS UI law |
CHUANG_RAG_DIAGNOSTIC | DOI_OR_PUBLISHER_PAGE_WHERE_APPLICABLE | NOT_ASSUMED_OPEN; DOI_NE_OPEN_LICENSE | RESILIENCE_ENGINEERING_FRAMEWORK | Four potentials as formative diagnostic questions | Not hard gate; not resilience proof for NEXUS |