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
Patrick J. Bateman (“ Research Note: The Impact of Community Commitment on Participation in Online Communities ”) is an assistant professor at the Williamson College of Business Administration, Youngstown State University. He earned his Ph.D. at the University of Pittsburgh. His professional experience includes working as a technical analyst, corporate education manager, and financial analyst in the financial services industries. His work has been published in Artifact, presented at international conferences, and received a best paper award at the Americas Conference on Information Systems. His research interests include the dynamics of online communities, virtual worlds, knowledge management, and electronic commerce. Izak Benbasat (“ Research Note: The Influence of Trade-off Difficulty Caused by Preference Elicitation Methods on User Acceptance of Recommendation Agents Across Loss and Gain Conditions ”) is a fellow of the Royal Society of Canada and CANADA Research Chair in Information Technology Management at the Sauder School of Business, University of British Columbia. He currently serves on the editorial board of the Journal of Management Information Systems. He was editor-in-chief of Information Systems Research, editor of the Information Systems and Decision Support Systems Department of Management Science, and a senior editor of MIS Quarterly. Brian S. Butler (“ Research Note: The Impact of Community Commitment on Participation in Online Communities ” and “ Research Note: Knowledge Exploration and Exploitation: The Impacts of Psychological Climate and Knowledge Management System Access ”) is an associate professor at the Joseph M. Katz Graduate School of Business and associate professor of clinical and translational research at the University of Pittsburgh. His research interests include the dynamics of online communities and other technology-supported groups, the politics of technology implementation in organizations, organizational-cognition-based approaches to achieving reliable performance from unreliable systems, social computing, mass collaboration, power and IT, health care and IS, and management of complex systems for reliable organizational performance. His work has appeared in MIS Quarterly, Organization Science, the Journal of Management Information Systems, Information Systems Research, Communications of the AIS, Management Information Systems Quarterly, and the Journal of Biomedical Informatics. Ronald T. Cenfetelli (“ Identifying and Testing the Inhibitors of Technology Usage Intentions ”) is an assistant professor of management information systems at the University of British Columbia's Sauder School of Business. He holds a Ph.D. from the University of British Columbia, an M.B.A. from Indiana University's Kelley School of Business, and a B.S. in aerospace engineering from Purdue University. He conducts research in areas such as e-business and online customer service, the strategic uses of information technology, the influences of technology on immoral behavior, the behavioral and emotional aspects of technology usage, and human-computer interfaces. Before entering academics, he worked in the pharmaceutical industry in both production and technology-management roles. He also has a prior career as a U.S. naval officer. His research has published in MIS Quarterly, Information Systems Research, and the Journal of AIS, among others. Sanjukta Das (“ Risk Management and Optimal Pricing in Online Storage Grids ”) is an assistant professor of management science and systems at the State University of New York, Buffalo. Her research has been published in the INFORMS Journal on Computing and the Journal of Organizational Computing and Electronic Commerce. She has presented her work at several internationally recognized information systems conferences and workshops such as the Workshop on Information Technologies and Systems (WITS), the Conference on Information Systems and Technology (CIST), and the Workshop on Information Systems Economics (WISE). Fred D. Davis (“ NeuroIS: The Potential of Cognitive Neuroscience for Information Systems Research ”) is a Distinguished Professor and David D. Glass Chair in information systems at the Sam M. Walton College of Business at the University of Arkansas, and a USA Visiting Professor of service systems mangement and engineering at the Sogang Business School at Sogang University in Seoul, Korea. He earned his Ph.D. at MIT's Sloan School of Management and was a faculty member at the University of Michigan, University of Minnesota, and University of Maryland. His research interests include user acceptance of information technology, technology-supported decision making, computer training and skill acquisition, and systems development practices. Angelika Dimoka (“ NeuroIS: The Potential of Cognitive Neuroscience for Information Systems Research ”) is an assistant professor of marketing and management information systems at the Fox School of Business, Temple University. She is also the director of the Center for Neural Decision Making. She received her Ph.D. from the University of Southern California. Her research interests lie in decision neuroscience, neuromarketing, neuroIS, and e-commerce. Her research has appeared in Information Systems Research, MIS Quarterly, IEEE Transactions in Biomedical Engineering, Annals of Biomedical Engineering, and Neuroscience Methods. Anna Ye Du (“ Risk Management and Optimal Pricing in Online Storage Grids ”) is a doctoral candidate in the Department of Management Science and Systems at the State University of New York, Buffalo. Her research has been published in Information Systems Research and Information Technology and Management. Alexandra Durcikova (“ Research Note: Knowledge Exploration and Exploitation: The Impacts of Psychological Climate and Knowledge Management System Access ”) is an assistant professor at the Eller College of Management, University of Arizona. She received her Ph.D. from the University of Pittsburgh. Her research interests include knowledge management and the role of organizational climate, system characteristics, and governance mechanisms in the use of knowledge management systems; and network security. Her work has appeared or will appear in Information Systems Research, the Journal of Management Information Systems, Communications of the ACM, the International Journal of Knowledge Management, the Electronic Journal of Knowledge Management, as well as various national and international conference proceedings. Kelly J. Fadel (“ Research Note: Knowledge Exploration and Exploitation: The Impacts of Psychological Climate and Knowledge Management System Access ”) is an assistant professor of management information systems at the Huntsman School of Business at Utah State University. He received his Ph.D. from the University of Arizona. His research areas include knowledge management, end-user learning, and postadoptive technology use. His research has appeared or will appear in journals such as Information Systems Research, Communications of the Association for Information Systems, and Data Base for Advances in Information Systems, and he has received awards at several international IS conferences. Dennis F. Galletta (“ Research Note: Knowledge Exploration and Exploitation: The Impacts of Psychological Climate and Knowledge Management System Access ”) is an AIS Fellow and a professor at the University of Pittsburgh. He served as program cochair for the International Conference on Information Systems (ICIS) 2005 and the Americas Conference on Information Systems (AMCIS) 2003, chair of International Conference on Information Systems 2011, the first AMCIS, ICIS Treasurer 1994–1998, AIS President 2007–2008, AIS Council Member 1996–1997 and 2006–2009, and editor in chief of AIS World 2004–2006. His work has been published in Management Science, Information Systems Research (ISR), the Journal of Management Information Systems (JMIS), the European Journal of Information Systems, the Journal of Association for Information Systems, Communicaitons of the ACM, among others, and he has served on editorial boards for such publications as MIS Quarterly, ISR, and JMIS. Ram Gopal (“ Risk Management and Optimal Pricing in Online Storage Grids ”) is a professor and the head of the Department of Operations and Information Management at the University of Connecticut. Some of his recent work has been published in journals such as the INFORMS Journal on Computing, Information Systems Research, the Journal of Management Information Systems, and the Communications of the ACM. Peter H. Gray (“ Research Note: The Impact of Community Commitment on Participation in Online Communities ”) is an assistant professor at the McIntire School of Commerce, University of Virginia. His research focuses on the collaborative impacts of social technologies, organizational networks, virtual teams, online communities, and knowledge management systems. His research has been published in a range of leading journals, including MIS Quarterly, Management Science, the Journal of Management Information Systems, the Journal of Strategic Information Systems, and Information Technology and People. Kunsoo Han (“ Research Note: Returns to Information Technology Outsourcing ”) is an assistant professor of information systems at the Desautels Faculty of Management at McGill University. He received his Ph.D. from the University of Minnesota. His research interests include the business value of IT, IT outsourcing, and interorganizational information systems. His research is published in Information Technology and Management and the Journal of Management Information Systems. Kartik Hosanagar (“ Usercentric Ope
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 | 0.005 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.005 |
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