FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4381189853> ?p ?o ?g. }

• W4381189853 abstract "Recent advances in the performance of machine learning algorithms have led to the adoption of AI models in decision making contexts across various domains such as healthcare, finance, and education. Different research communities have attempted to optimize and evaluate human-AI team performance through empirical studies by increasing transparency of AI systems, or providing explanations to aid human understanding of such systems. However, the variety in decision making tasks considered and their operationalization in prior empirical work, has led to an opacity around how findings from one task or domain carry forward to another. The lack of a standardized means of considering task attributes prevents straightforward comparisons across decision tasks, thereby limiting the generalizability of findings. We argue that the lens of ‘task complexity’ can be used to tackle this problem of under-specification and facilitate comparison across empirical research in this area. To retrospectively explore how different HCI communities have considered the influence of task complexity in designing experiments in the realm of human-AI decision making, we survey literature and provide an overview of empirical studies on this topic. We found a serious dearth in the consideration of task complexity across various studies in this realm of research. Inspired by Robert Wood’s seminal work on the construct, we operationalized task complexity with respect to three dimensions (component, coordinative, and dynamic) and quantified the complexity of decision tasks in existing work accordingly. We then summarized current trends and proposed research directions for the future. Our study highlights the need to account for task complexity as an important design choice. This is a first step to help the scientific community in drawing meaningful comparisons across empirical studies in human-AI decision making and to provide opportunities to generalize findings across diverse domains and experimental settings." @default.
• W4381189853 created "2023-06-20" @default.
• W4381189853 creator A5038081564 @default.
• W4381189853 creator A5073826103 @default.
• W4381189853 creator A5090642445 @default.
• W4381189853 date "2023-06-18" @default.
• W4381189853 modified "2023-09-24" @default.
• W4381189853 title "A Missing Piece in the Puzzle: Considering the Role of Task Complexity in Human-AI Decision Making" @default.
• W4381189853 cites W1132480269 @default.
• W4381189853 cites W2049638304 @default.
• W4381189853 cites W2066338833 @default.
• W4381189853 cites W2110603802 @default.
• W4381189853 cites W2143579043 @default.
• W4381189853 cites W2201280936 @default.
• W4381189853 cites W2367397349 @default.
• W4381189853 cites W2579555219 @default.
• W4381189853 cites W2584805976 @default.
• W4381189853 cites W2886848602 @default.
• W4381189853 cites W2901895173 @default.
• W4381189853 cites W2915124689 @default.
• W4381189853 cites W2916797267 @default.
• W4381189853 cites W2918066172 @default.
• W4381189853 cites W2918341242 @default.
• W4381189853 cites W2941320055 @default.
• W4381189853 cites W2941411956 @default.
• W4381189853 cites W2942073295 @default.
• W4381189853 cites W2942157335 @default.
• W4381189853 cites W2954180498 @default.
• W4381189853 cites W2954749587 @default.
• W4381189853 cites W2974075815 @default.
• W4381189853 cites W2979893369 @default.
• W4381189853 cites W2983137008 @default.
• W4381189853 cites W2984353433 @default.
• W4381189853 cites W2996517240 @default.
• W4381189853 cites W3004483087 @default.
• W4381189853 cites W3009578469 @default.
• W4381189853 cites W3009804117 @default.
• W4381189853 cites W3010300896 @default.
• W4381189853 cites W3014011525 @default.
• W4381189853 cites W3022746105 @default.
• W4381189853 cites W3028689275 @default.
• W4381189853 cites W3029900269 @default.
• W4381189853 cites W3030350595 @default.
• W4381189853 cites W3032816739 @default.
• W4381189853 cites W3042045432 @default.
• W4381189853 cites W3043499667 @default.
• W4381189853 cites W3091793048 @default.
• W4381189853 cites W3092479831 @default.
• W4381189853 cites W3094140017 @default.
• W4381189853 cites W3094262373 @default.
• W4381189853 cites W3101792976 @default.
• W4381189853 cites W3102139770 @default.
• W4381189853 cites W3139433464 @default.
• W4381189853 cites W3155920732 @default.
• W4381189853 cites W3156106752 @default.
• W4381189853 cites W3156666346 @default.
• W4381189853 cites W3159250634 @default.
• W4381189853 cites W3160343688 @default.
• W4381189853 cites W3160735296 @default.
• W4381189853 cites W3160909372 @default.
• W4381189853 cites W3161926791 @default.
• W4381189853 cites W3162793406 @default.
• W4381189853 cites W3163411042 @default.
• W4381189853 cites W3163443091 @default.
• W4381189853 cites W3163667721 @default.
• W4381189853 cites W3173265486 @default.
• W4381189853 cites W3174333417 @default.
• W4381189853 cites W3176466508 @default.
• W4381189853 cites W3197182080 @default.
• W4381189853 cites W3202630673 @default.
• W4381189853 cites W3207131510 @default.
• W4381189853 cites W4205748480 @default.
• W4381189853 cites W4213371886 @default.
• W4381189853 cites W4224980442 @default.
• W4381189853 cites W4224982959 @default.
• W4381189853 cites W4224993429 @default.
• W4381189853 cites W4225001009 @default.
• W4381189853 cites W4225001143 @default.
• W4381189853 cites W4225006216 @default.
• W4381189853 cites W4225009750 @default.
• W4381189853 cites W4225105010 @default.
• W4381189853 cites W4225159586 @default.
• W4381189853 cites W4283076847 @default.
• W4381189853 cites W4283781872 @default.
• W4381189853 cites W4288083796 @default.
• W4381189853 cites W4288414189 @default.
• W4381189853 cites W4296978576 @default.
• W4381189853 cites W4321786089 @default.
• W4381189853 cites W747268220 @default.
• W4381189853 doi "https://doi.org/10.1145/3565472.3592959" @default.
• W4381189853 hasPublicationYear "2023" @default.
• W4381189853 type Work @default.
• W4381189853 citedByCount "0" @default.
• W4381189853 crossrefType "proceedings-article" @default.
• W4381189853 hasAuthorship W4381189853A5038081564 @default.
• W4381189853 hasAuthorship W4381189853A5073826103 @default.
• W4381189853 hasAuthorship W4381189853A5090642445 @default.
• W4381189853 hasBestOaLocation W43811898531 @default.
• W4381189853 hasConcept C111472728 @default.
• W4381189853 hasConcept C119857082 @default.

• next