Informations-Technologie in Unternehmen und Haushalten 2004
Bibliographic record
Abstract
Erläuterungen zum Fragebogen Wer gehört zum Haushalt ?Einen Haushalt bilden alle Personen, die gemeinsam wohnen und wirtschaften, d. h.ihren Lebensunterhalt gemeinsam finanzieren.Wer alleine wirtschaftet, bildet einen eigenen Haushalt, und zwar auch dann, wenn er oder sie mit anderen Personen eine gemeinsame Wohnung bewohnt (z.B. Untermietverhältnisse). Mitglieder von Wohngemeinschaften bilden dann einen Haushalt, wenn sie gemeinsam wirtschaften.Zum Haushalt zählen auch aus beruflichen oder sonstigen Gründen vorübergehend abwesende Personen, wenn sie in der Wohnung des Haushalts wohnberechtigt sind.Zum Haushalt gehören also z.B. auch: -der Wehr-/ Zivildienst leistende Sohn, -die auswärts studierende Tochter, -Erwerbstätige,
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.
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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.011 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.009 | 0.003 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.017 | 0.006 |
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".