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Related papers: Enriching gender in PER: A binary past and a compl…

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We add to a growing literature suggesting that demographic grade gaps should be attributed to biases embedded in the courses themselves. Changes in the structure of two different introductory physics classes were made while leaving the…

Physics Education · Physics 2023-07-18 David J. Webb , Cassandra A. Paul

Students' self-efficacy, interest, and perceived recognition from others have been shown to be very important for the development of their identity in a given field, which is a critical predictor of students' career decisions. Prior…

Physics Education · Physics 2024-02-21 Yangqiuting Li , Chandralekha Singh

Much work in physics education research (PER) characterizes faculty teaching practice in terms of whether faculty use specific named PER-based teaching methods, either with fidelity or with adaptation; we call this research paradigm the…

Physics Education · Physics 2020-07-22 Linda E. Strubbe , Adrian M. Madsen , Sarah B. McKagan , Eleanor C. Sayre

Gender bias in pretrained language models (PLMs) poses significant social and ethical challenges. Despite growing awareness, there is a lack of comprehensive investigation into how different models internally represent and propagate such…

Computation and Language · Computer Science 2025-03-11 Mahdi Zakizadeh , Mohammad Taher Pilehvar

Chronic pain significantly diminishes the quality of life for millions worldwide. While psychoeducation and therapy can improve pain outcomes, many individuals experiencing pain lack access to evidence-based treatments or fail to complete…

Machine Learning · Computer Science 2024-06-17 Pratik Gajane , Sean Newman , Mykola Pechenizkiy , John D. Piette

Artificial Intelligence with its multifaceted technologies and integral role in global production significantly impacts gender dynamics particularly in gendered labor. This paper emphasizes the need to explore AIs broader impacts on…

Computers and Society · Computer Science 2024-06-25 Satyam Mohla , Bishnupriya Bagh , Anupam Guha

The intersection of physics and machine learning has given rise to the physics-enhanced machine learning (PEML) paradigm, aiming to improve the capabilities and reduce the individual shortcomings of data- or physics-only methods. In this…

Machine Learning · Computer Science 2024-04-23 Marcus Haywood-Alexander , Wei Liu , Kiran Bacsa , Zhilu Lai , Eleni Chatzi

Despite progress toward gender parity, women remain underrepresented in academia, particularly in senior research positions. This study investigates the role of parenthood in shaping gender disparities in academic careers, focusing on the…

Physics and Society · Physics 2025-08-21 Xi Hong , Xiang Zheng , Haimiao Yuan , Chaoqun Ni

With the increasing attention non-binary people receive in Western societies, strategies of gender-fair language have started to move away from binary (only female/male) concepts of gender. Nevertheless, hardly any approaches to take these…

Computation and Language · Computer Science 2023-05-03 Sabrina Burtscher , Katta Spiel , Lukas Daniel Klausner , Manuel Lardelli , Dagmar Gromann

This study presents a review of the current state of research on teaching quantum mechanics in secondary and lower undergraduate education. A conceptual approach to quantum mechanics is being implemented in more and more introductory…

Physics Education · Physics 2017-05-15 Kim Krijtenburg-Lewerissa , Henk Pol , Alexander Brinkman , Wouter van Joolingen

Text-to-image models, which can generate high-quality images based on textual input, have recently enabled various content-creation tools. Despite significantly affecting a wide range of downstream applications, the distributions of these…

Computer Vision and Pattern Recognition · Computer Science 2025-05-27 Yanzhe Zhang , Lu Jiang , Greg Turk , Diyi Yang

Research in machine learning fairness has historically considered a single binary demographic attribute; however, the reality is of course far more complicated. In this work, we grapple with questions that arise along three stages of the…

Machine Learning · Computer Science 2022-05-11 Angelina Wang , Vikram V. Ramaswamy , Olga Russakovsky

Case-oriented physics education research - which seeks to refine and develop theory by linking that theory to cases - incorporates distinct practices for selecting data for analysis, generalizing results, and making causal claims.…

Physics Education · Physics 2015-01-08 Amy D. Robertson , Sarah B. McKagan , Rachel E. Scherr

A significant gender disparity is widely known to occur within the fields of science, technology, engineering and mathematics (STEM). Women are both under-represented in their participation in Australian STEM education (compared to their…

Instrumentation and Methods for Astrophysics · Physics 2019-08-01 Eriita G. Jones , Jonathan Horner , Ann Cairns , Wayne Short

While utilizing machine learning models, one of the most crucial aspects is how bias and fairness affect model outcomes for diverse demographics. This becomes especially relevant in the context of machine learning for medical imaging…

Image and Video Processing · Electrical Eng. & Systems 2023-10-19 Mahsa Dibaji , Neha Gianchandani , Akhil Nair , Mansi Singhal , Roberto Souza , Mariana Bento

The importance of science beliefs such as self-efficacy, interest, identity, sense of belonging, perceived recognition and effectiveness of peer interaction in science education has been increasingly recognized in recent years. Here, we use…

Physics Education · Physics 2023-04-14 Kyle Whitcomb , Alexandru Maries , Chandralekha Singh

Research on the test structure of the Force Concept Inventory (FCI) has largely ignored gender, and research on FCI gender effects (often reported as "gender gaps") has seldom interrogated the structure of the test. These rarely-crossed…

Physics Education · Physics 2018-01-24 Adrienne Traxler , Rachel Henderson , John Stewart , Gay Stewart , Alexis Papak , Rebecca Lindell

We discuss a number of new initiatives and events since 2020 which we hope will contribute to advancement of equity issues within the physics community in Canada. A recent analysis of high-school data shows that men are still…

Physics Education · Physics 2025-11-27 Svetlana Barkanova , Gwen Grinyer , Juliette Mammei , Carolyn Sealfon , Anastasia Smolina

Some of the reasons for the underrepresentation of women in physics are evident in the reflections of two undergraduate women. Leia is a chemistry major who loves college-level physical chemistry and quantum mechanics but does not identify…

Physics Education · Physics 2024-03-05 Danny Doucette , Chandralekha Singh

Too often, physics students are beset by feelings of failure and isolation rather than experiencing the creative joys of discovery that physics has to offer. This dissertation research was founded on the desire of a teacher to make physics…

Physics Education · Physics 2015-02-17 Ben Van Dusen