Sociale en culturele situatie Nijmegen 1991-1993
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
<p>Three independent measurements of the social and cultural activities and situation of the population of Nijmegen. since when does respondent reside in Nijmegen / social status of residential quarter / several aspects of ( previous ) job / church membership, special task or function within church, active participation in groups or clubs of church / life after death, bible is gods' word, does heaven, hell purgatory and devil exist / nationality of ( parents of ) respondent / social inequality between ethnic minorities and Dutch people in general / political interest / educational career / membership of groups, organization, clubs, societies / number of hours per week spend on organizations etc. / organizations with social activities like helping aged people / respondent has been social supporting people during last half year, time spending, time-budgeting / number of days watching tv, not in weekend / average time spending, time budgeting watching tv, also on saturday and sunday / watching newsbulletins and news programs / frequency of watching several tv programs / visiting classical concerts, opera, ballet, musea, arts exposures, frequency of visiting last year and during whole life / readership of books and newspapers / education and occupation of spouse / social inequality between women and men / differences in income / financial expectations / differences between rich and poor people in our country / education and occupation of father / during respondents childhood: housing situation, readership of parents, visits of parents to opera, theatre music, musea, arts exposures / abortion, euthanasia, suicide / social network: three persons: age, sex, occupation, education, religion, political preference, relationship with respondent, frequency of contact / statements about: important things in life / personal qualities / most important Dutch political problem / religion / christianity existence of higher powers / good and evil in the world / suffering and dead / influence of philosophy of life on making decisions and daily life / reason for inequality between ethnic minorities and Dutch people / freedom of speech and demonstrations / view of humankind / political aims / traits of Dutch people / coping with emotions and problems / social supporting / ( traits of ) ethnic minorities / reason for watching television / importance of employment / gender roles / reason for inequality between women and men / importance of local news, clubs and organizations / satisfaction with residential quarter / reason for existence of poor and rich people / trade unions / divisions of housekeeping tasks in respondents' cohabitation or marriage / emotional balance of last few weeks special topics 1993: children at school in residential quarter / shops nearby / frequency of visiting community / relationship with neighbours / topics of conversation with people living in the neighbourhood / feelings of unsafety in quarter / victimization of theft, aggressiveness / political preference of father and mother / education and occupation of father-in-law/ education mother-in-law / political interest of spouse, party preference / division of childcare tasks in respondents' cohabitation or marriage centre / readership of quarter newsbulletins. Background variables: basic characteristics/ housing situation/ household characteristics/ occupation/employment/ income/capital assets/ education/ social class/ politics/ religion/ consumption of durables/ readership, mass media, and 'cultural' exposure/ organizational membership</p>
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 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.067 | 0.002 |
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