Geographic Study of the Developmental Environments and Health Problems of Children with Foreign Roots: Case Study of an Area with Scattered Foreigners
Bibliographic record
Abstract
本研究の目的は，外国人散在地域を事例に，外国にルーツのある子どもたちの成育環境と健康状態の関係を解明することにある．外国人労働者が増加する今日，外国人世帯の生活環境の改善は喫緊の課題である．中でも，外国人散在地域では，外国にルーツのある子どもたちの健全な成育環境の確保が難しいと推測される．そこで本研究では，外国人散在地域に該当する地方都市を事例に，3歳児健診データを分析した．その結果，成育環境の悪化がう蝕（虫歯）などの健康被害を誘引し得ることが明らかになった．特に，所得が低く社会的に孤立していると考えられる外国人世帯の子どもたちの間で，健康被害が顕著であった．一方，社会的統合の程度が高いと推測される世帯では，こうした傾向はみられなかった．社会的排除状態にある外国人世帯は，家族や社会から十分な支援を受けにくい．このことが子どもたちの成育環境を悪化させ，健康被害をもたらすと考えられる．
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".