Travel and Holiday Survey 2017, 2nd quarter, Person File + Wood Firing + Health & Vaccination
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
The travel and holiday survey is conducted four times a year, once every quarter. The main purpose of the survey is to establish Norwegians travel habits as well as to gather other official statistics. Apart from data about norwegians travel habits data is also collected about use of tobacco, alcohol and other substances, use of internet and informational technology, solid fuel heating, flu vaccine, vaccination of children and also attitudes towards immigration. Some subjects are included every quarter, others are only included once. This is the person file + solid fueld heating + health & vaccination. A person file + ICT and a travel file is also available for order. An overview of subjects covered in the second quarter follows below. - Household - Work and employment - Travels with atleast one overnight stop - Informational technology - Internet usage - Solid fuel heating - Health and vaccination - Income
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.003 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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