The impact of COVID-19 on the foodservice industry in Vancouver, British Columbia, Canada
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
Click to increase image sizeClick to decrease image size Disclosure statementNo potential conflict of interest was reported by the authors.Additional informationNotes on contributorsHiran RoyHiran Roy is a Lecturer of International School of Hospitality, Sports, and Tourism Management at Fairleigh Dickinson University, Vancouver, Canada. He holds a PhD in Management from University of Canterbury, Christchurch, New Zealand. Hiran is also a recipient of New Zealand Commonwealth Scholarship and Fellowship Plan, which is considered among the most prestigious awards in the world. His research interests include sustainable tourism, sustainable local food systems, local food marketing, city branding through food, hospitality luxury branding, and sustainability. Hiran's work has been published in a variety of book chapters such as Routledge, Elsevier, and Emerald and high impact prestigious leading academic journals including Journal of Sustainable Tourism, Journal of Destination Marketing and Management, Journal of Foodservice Business Research, International Journal of Tourism Cities, Tourism Recreational Research, Journal of Hospitality, and Tourism Management.Vikas GuptaVikas Gupta holds a Ph.D. in Hospitality. He has rich and extensive experience of teaching for more than 13 years in both India and abroad with renowned names such as Café Coffee Day, Fiji National University, Amity University and Various Central and State IHM’s in India. He is presently working with Amity University, Noida, U. P. as an Assistant Professor in the fields of Hospitality. He has widely published in National and International Journals (including Emerald SCOPUS indexed journals) such as International Journal of Contemporary Hospitality Management, British Food Journal, Journal of Culinary Science & Technology, Tourism Review, Worldwide hospitality and Tourism themes, Journal of Wine research, and International Journal of Tourism Cities.Anisur R. FaroqueAnisur Faroque, PhD (International Business & Entrepreneurship), is a researcher and teacher at the School of Business and Management at LUT University, Finland. Dr. Anisur has many years of teaching experience along with administrative responsibilities as the Head of the Department and Chairperson of various committees at the department and school levels. His research interests are in the marketing, international business and entrepreneurship domains, and include opportunity recognition, market orientation, entrepreneurial orientation, internationalization, networks and cognitive heuristics and biases in decision making. His research has been published in journals such as Journal of Business & Industrial Marketing, Asia Pacific Journal of Marketing & Logistics, International Journal of Entrepreneurship and Small Business, International Journal of Emerging Markets, andInternational Review of Entrepreneurship, among others.Alpa PatelAlpa Patel, is currently pursuing Master Degree in Hospitality and Tourism Management at Fairleigh Dickinson University, Vancouver. She has also master’s degree in Fine Arts in Animation and Visual Effects, majoring in 3D Animation from Academy of Art University, San Francisco. She completed bachelors’ degree in Computer Engineering from Shah and Anchor Kutchhi Engineering College, India. She is currently working at Rosewood Hotel Georgia as a SPA attendant. She is dedicated and committed to research work.
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 | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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