Education for Problems of Sustainable Development
ABSTRACT The Cynefin framework for decision‐making categorizes problem environments into simple (known knowns), complicated (known unknowns), complex (unknown unknowns), and chaotic (unknowables). Simple and complicated problem environments enable best and good solutions, but complex and chaotic problem environments require emergent and novel solutions.
Abbas Ziafati Bafarasat
wiley +1 more source
Application of artificial intelligence CNN model in emotional recognition of instrumental music. [PDF]
Liu Y.
europepmc +1 more source
Micro‐transitions and work identity: The case of academic entrepreneurs
Abstract Research Summary This paper examines how academic entrepreneurs—scientists who found research‐based startups while remaining in academia—construct and sustain their professional identities amid frequent transitions between academic and entrepreneurial roles.
Marouane Bousfiha, Henrik Berglund
wiley +1 more source
Enhancing musical creativity through AI: a chain-mediation model of self-efficacy and emotional intelligence. [PDF]
Wang T, Zhang J.
europepmc +1 more source
Integrating multimodal data and machine learning for entrepreneurship research
Abstract Research Summary Extant research in neuroscience suggests that human perception is multimodal in nature—we model the world integrating diverse data sources such as sound, images, taste, and smell. Working in a dynamic environment, entrepreneurs are expected to draw on multimodal inputs in their decision making.
Yash Raj Shrestha, Vivianna Fang He
wiley +1 more source
Musician presence and its effects on physiological and psychological well-being in live versus livestreamed concerts. [PDF]
Becker AS +9 more
europepmc +1 more source
Framing novelty in crowdfunding: Which words win support, where, and at what stakes
Abstract Research Summary We examine how promotional language (“hype”) in reward‐based crowdfunding is associated with campaign success, and whether those associations vary across sector contexts and with campaign execution burden. Using dictionary‐based text measures from 635 U.S. Kickstarter campaigns across five sectors, we distinguish three novelty‐
Agnieszka Kwapisz
wiley +1 more source
Abstract Research Summary We study how the entry of a rival platform affects the strategies of the incumbent's complementors. The latter face a trade‐off: While the entry threatens their benefits from indirect network effects, it also allows them to escape intense within‐platform competition.
Johannes Loh, Ambre Elsas‐Nicolle
wiley +1 more source
A scoping review of music-based digital therapeutics for stress, anxiety, and depression. [PDF]
Venkatesan T +3 more
europepmc +1 more source
When does category spanning hurt or help producers?
Abstract Research Summary Scholars have theorized many factors shaping whether category spanning helps or hurts producers. We first synthesize evidence by meta‐analyzing 25 years of empirical research, which reveals a null effect of spanning on average, yet with significant subsample heterogeneity. To unpack it, we theorize and find that spanning hurts
Jungsoo Ahn +2 more
wiley +1 more source

