Sociale en culturele situatie Nijmegen 1991-1993
Bibliographic record
Abstract
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
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.004 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.027 | 0.003 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".