Ben Yaakov Yoav, McCarley Jason S, Meyer Joachim
Tel Aviv University, Tel Aviv, Israel.
Oregon State University, Corvallis, OR, USA.
Hum Factors. 2025 Apr;67(4):285-300. doi: 10.1177/00187208241277158. Epub 2024 Sep 3.
We investigate the impact of event uncertainty, decision support (DS) display format, and DS sensitivity on participants' behavior, performance, subjective workload, and perception of DS usefulness and performance in a classification task.
DS systems can positively and negatively affect decision accuracy, performance time, and workload. The ability to access DS selectively, based on informational needs, might improve DS effectiveness.
Participants performed a sensory classification task in which they were allowed to request DS on a trial-by-trial basis. DS was presented in separated-binary (SB), separated-likelihood (SL), or integrated-likelihood (IL) formats. Access preferences, task performance, performance time, subjective workload, and perceived DS usefulness and performance were recorded.
Participants accessed DS more often when it was highly sensitive, stimulus information was highly uncertain, or the DS cue and stimulus information were perceptually integrated. Effective sensitivity was highest with the integrated likelihood DS. Although the separated likelihood DS provided more information than the binary likelihood DS, it was accessed less often, leading to lower sensitivity.
Participants are most likely to access DS when raw stimulus information is highly uncertain and appear to make effective use of likelihood DS only when DS cues are integrated with raw stimulus information within a display.
Results suggest that DS use will be most effective when likelihood DS cues and raw stimulus information are perceptually integrated. When DS cues and raw stimuli cannot be perceptually integrated, binary cues from the DS will be more effective than likelihood cues.
我们研究了事件不确定性、决策支持(DS)显示格式以及DS敏感性对参与者在分类任务中的行为、表现、主观工作量以及对DS有用性和表现的认知的影响。
DS系统会对决策准确性、执行时间和工作量产生积极和消极的影响。根据信息需求有选择地获取DS的能力可能会提高DS的有效性。
参与者执行一项感官分类任务,在此任务中他们可以逐次试验地请求DS。DS以分离二元(SB)、分离似然性(SL)或整合似然性(IL)格式呈现。记录访问偏好、任务表现、执行时间、主观工作量以及对DS有用性和表现的认知。
当DS高度敏感、刺激信息高度不确定或者DS线索与刺激信息在感知上整合时,参与者更频繁地访问DS。整合似然性DS的有效敏感性最高。虽然分离似然性DS比二元似然性DS提供了更多信息,但它的访问频率较低,导致敏感性较低。
当原始刺激信息高度不确定时,参与者最有可能访问DS,并且似乎只有当DS线索与显示中的原始刺激信息整合时才会有效利用似然性DS。
结果表明,当似然性DS线索与原始刺激信息在感知上整合时,DS的使用将最为有效。当DS线索与原始刺激无法在感知上整合时,来自DS的二元线索将比似然性线索更有效。