Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Ritu Agarwal (“ The Effects of Diversity in Global, Distributed Collectives: A Study of Open Source Project Success ”) is Professor and Dean's Chair of Information Systems at the R.H. Smith School of Business, University of Maryland, College Park, where she also directs the Center for Health Information and Decision Systems. She has published over 80 papers in journals such as JAMIA, Health Affairs, Information Systems Research, MIS Quarterly, Management Science, and elsewhere. Her current research is focused on the use and transformational impacts of IT in healthcare settings, how health IT changes clinical workflows, privacy concerns with digitized medical information, and the effects of IT on cost and healthcare quality. John Aloysius (“ Sequential Pricing of Multiple Products: Leveraging Revealed Preferences of Retail Customers Online and with Auto-ID Technologies ”) is an associate professor of supply chain management at the Walton College of Business. His Ph.D. is in Management Science and Operations Management from Temple University in 1996. His research interests are in emerging technologies and behavior in the retail supply chain. His publications have appeared in Production and Operations Management, Organizational Behavior and Human Decision Processes, Journal of Economic Behavior and Organization, European Journal of Operations Research, Decision Sciences, and other journals. Martin Bichler (“ Efficiency with Linear Prices? A Game-Theoretical and Computational Analysis of the Combinatorial Clock Auction ”) is a full professor at the Department of Informatics of the TU München, and a faculty member at the TUM School of Management. He has contributed to different areas of computer science, information systems, and operations research. In particular he is interested in the design of multi-object markets. Martin worked as a consulter in spectrum auctions and on auction design. Jesse Bockstedt (“ The Framing Effects of Multipart Pricing on Consumer Purchasing Behavior of Customized Information Good Bundles ”) is an assistant professor of MIS in the Eller College of Management at the University of Arizona. He received his Ph.D. in business administration (information systems) from the Carlson School of Management, University of Minnesota. His research focuses on electronic commerce, online consumer behavior, behavioral economics, and the impacts technology evolution on consumers and markets. His work has been published in Information Systems Research, MIS Quarterly, Journal of MIS, and other leading journals. Robert Bostrom (“ An Investigation of the Appropriation of Technology-Mediated Training Methods Incorporating Enactive and Collaborative Learning ”) is a Professor Emeritus at University of Georgia. He is also President of a training and consulting company focusing on facilitation and the effective integration of people and technology. Besides numerous publications in leading academic and practitioner journals, he has extensive consulting and training experience. His current research interests are focused on business process management systems, digital collaboration, technology-supported learning, and the effective design of organizations via integrating human and technological components. Ann-Frances Cameron (“ Multicommunicating: Juggling multiple conversations in the workplace ”) is an associate professor in information technology at HEC Montréal. She received her Ph.D. from Queen's School of Business at Queen's University in Kingston, Ontario. Her research interests include the use and impact of new technologies for inter- and intraorganizational communication. Her work has appeared in Organization Science, Computers in Human Behavior, Journal of Small Business Management, and Journal of Information Technology Education. Damon E. Campbell (“ Breaking the Ice in B2C Relationships: Understanding Pre-Adoption E-Commerce Attraction ”) is the Kelley Gene Cook, Sr. Chair of Business Administration and an Assistant Professor of Information Systems in the Else School of Management at Millsaps College. He received his B.A. (2003) in Business Administration from Lewis-Clark State College and M.B.A. (2004) and Ph.D. (2008) degrees from Washington State University. His research interests include interface characteristics in human-computer interaction, e-commerce strategy, and online business-to-consumer relationships. His research has appeared in Decision Sciences, the Journal of the Association for Information Systems, and others. Dipanjan Chatterjee (“ Governance of Interorganizational Information Systems: A Resource Dependence Perspective ”) is an assistant professor in the Faculty of Business, Brock University. He received his Ph.D. from Rensselaer Polytechnic Institute. His research interest is investigating the role of information technology in inter-organizational relationships. He has published his work in IEEE Transactions on Engineering Management, Government Information Quarterly and Information Systems and E-business Management. His work was also presented at the Academy of Management annual conference and at the Hawaii International Conference on Systems Sciences. Sherae Daniel (“ The Effects of Diversity in Global, Distributed Collectives: A Study of Open Source Project Success ”) is an assistant professor at the Katz School of Business, University of Pittsburgh. She received a B.S. and M.S. in Information Systems from Carnegie Mellon University and a Ph.D. from the University of Maryland, College Park. Her current research is focused on Internet mediated work processes. Her work appears in journals including Statistical Science and the Journal of the AIS. Cary Deck (“ Sequential Pricing of Multiple Products: Leveraging Revealed Preferences of Retail Customers Online and with Auto-ID Technologies ”) is a professor of economics in the Sam M. Walton College of Business at the University of Arkansas where he also directs the Behavioral Business Research Laboratory. Dr. Deck is an affiliate of the Economic Science Institute at Chapman University and is Co-Editor of the Southern Economic Journal. His research focuses on the impact of institutions on market outcomes and strategic behavior. He received his Ph.D. in economics from the University of Arizona. Rajiv M. Dewan (“ Pricing of Wireless Services: Service Pricing vs. Traffic Pricing ”) is a professor of computers and information systems and senior associate dean for faculty and research at the Simon School of Business, University of Rochester. Professor Dewan has teaching and research interests in electronic commerce, organizational issues in management of information systems, the information technology industry, and financial information systems. He has won three best paper awards for research, all done in collaboration with his colleagues at the Simon School. His current research interests include marketing on the Internet, employment contracts in the software industry, the use of standards in managing information systems, and the use of electronic documents in business workflow automation. His papers have appeared in Information Systems Research, Management Science, Journal of Management Information Systems, Journal on Computing, Decision Support Systems, and IEEE Transactions on Computers. Amy Farmer (“ Sequential Pricing of Multiple Products: Leveraging Revealed Preferences of Retail Customers Online and with Auto-ID Technologies ”) is a professor of economics and holder of the Martin chair in business in the Sam M. Walton College of Business at the University of Arkansas where she also directs the Global Community Development Program. She is an applied game theorist focusing on conflict resolution with research interests in law and economics and economics of the family. She received her Ph.D. in economics from Duke University. Marshall Freimer (“ Pricing of Wireless Services: Service Pricing vs. Traffic Pricing ”) is a professor of management science and of computers and information systems at the Simon School of Business, University of Rochester. Professor Freimer has teaching and research interests in applied probability and optimization. His work appears in management, engineering, economics, statistics and mathematics journals. His recent papers have appeared in Information Systems Research, Journal of Management Information Systems, and Marketing Science. He is the co-author with Leonard S. Simon of the book Analytical Marketing. He has held a Ford Foundation Faculty Fellowship and has won the Simon School Superior Teaching Award. Xianjun Geng (“ Contracting Information Security in the Presence of Double Moral Hazard ”) is an assistant professor in information systems at the Jindal School of Management, University of Texas at Dallas. He received his Ph.D. in Information Systems from the University of Texas at Austin. His recent research focuses on how Internet-enabled IT transforms consumer behavior and firm strategy. His work has appeared or is forthcoming in academic journals such as Management Science, Information Systems Research, MIS Quarterly, Journal of Marketing, and Marketing Science. Kim Huat Goh (“ The Framing Effects of Multipart Pricing on Consumer Purchasing Behavior of Customized Information Good Bundles ”) is an assistant professor in the Division of IT and Operations Management in Nanyang Business School, Nanyang Technological University. He received his Ph.D. in business administration (information systems) from the Carlson School of Management, University of Minnesota. His research areas include behavioral economics, consumer behavior in technology mediated environments, electronic markets and the value of IT. He has previously published in MIS Quarterly and
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.009 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.002 | 0.003 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.124 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it