Succeeding as an International Student in the United States and 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
Each year, 700,000 students from around the world come to the United States and Canada to study. For many, the experience is as challenging as it is exciting. Far from home, they must adapt to a new culture, new university system, and, in many cases, a new language. The process can be overwhelming, but as Charles Lipson's as an International Student in the United States and Canada assures us, it doesn't have to be.Succeeding is designed to help students navigate the myriad issues they will encounter - from picking a program to landing a campus job. Based on Lipson's work with international students as well as extensive interviews with faculty and advisers, Succeeding includes practical suggestions for learning English, participating in class, and meeting with instructors. In addition it explains the rules of academic honesty as they are understood in U.S. and Canadian universities.Life beyond the classroom is also covered, with handy sections on living on or off campus, obtaining a driver's license, setting up a bank account, and more. The comprehensive glossary addresses both academic terms and phrases heard while shopping or visiting a doctor. There is even a chapter on the academic calendar and holidays in the United States and Canada.Coming to a new country to study should be an exciting venture, not a baffling ordeal. Now, with this trustworthy resource, international students have all the practical information they need to succeed, in and out of the classroom.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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