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
Purpose This research paper aims to better understand the characteristics of backpackers who stay at hostels in the Greater Toronto Area (GTA), Canada, and their current service preferences. Design/methodology/approach Primary data were collected by carrying out interviews with 20 experienced backpackers from seven countries. As a result, 15 critical backpackers' requirements were identified and used as the base for the questionnaire developed for the next phase of field research. At this phase, 385 backpackers from 35 countries completed the questionnaires. Findings The backpackers cannot be treated as a homogeneous group, and there are differences due to demographics of gender, age and country of origin. The traditional youth tourist backpacker (15‐25 years of age) viewed backpacking as more a social and cultural experience than the transition backpacker (26‐29 years of age) or contemporary backpacker (30 years of age and older). As age increased, so did the backpacker's desire and willingness to pay for privacy. Asian and North/South Americans required more hotel type services than Australians and Europeans. Originality/value In conclusion, the paper provides hostels in GTA with future directions grouped as four key factors.
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 | 0.001 | 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 | 0.001 |
| 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