Changing Measures of the Quantum of Sufficient Germanness: Access to German Citizenship of Children of German/Non-German Parentage, and Children Eligible Under Jus Soli Provisions
Bibliographic record
Abstract
Citizenship, and in particular citizenship for children of one German, one non-German citizen parent as well as children who are eligible for citizenship via jus soli but who are of non-German-citizen parentage offer a particular rich ground to unravel the ethno-religio-socio-legalhistorical matrix of Germanness that directly feeds into the dynamics that underpin the parameters of legal inclusion and exclusion into German citizenry. The dynamics of the intersecting social and legal discourses relate to changing notions of gender, immigration, and (inter)parentage. While the legal framework of citizenship and rights of parents and children is highly dynamic, it remains reflective of the ongoing and intersecting struggles about Germanness in social, and German citizenship in legal discourses, indicating the on-going, unresolved conflicts about what intermediary spheres must be met to qualify socially as German enough to be legally eligible for German citizenship in the age of global migrations.
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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 | 0.002 | 0.011 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.002 | 0.005 |
| Scholarly communication | 0.003 | 0.003 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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 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".