Installation of safety devices reduces the risk of home injury in children
Bibliographic record
Abstract
Commentary on: Phelan KJ, Khoury J, Xu Y, et al. A randomized controlled trial of home injury hazard reduction: the HOME injury study.Arch Pediatr Adolesc Med 2011;165:339–45.[OpenUrl][1][CrossRef][2][PubMed][3][Web of Science][4] The home is a principal setting for injury mortality and morbidity, especially for those younger than 15 years of age.1 The specific types and causes of childhood injuries vary according to age and development. Fires and burns, inhalation and suffocation and drowning are the leading causes of unintentional home injury death while … [1]: {openurl}?query=rft.jtitle%253DArchives%2Bof%2BPediatrics%2Band%2BAdolescent%2BMedicine%26rft.stitle%253DArch%2BPediatr%2BAdolesc%2BMed%26rft.aulast%253DPhelan%26rft.auinit1%253DK.%2BJ.%26rft.volume%253D165%26rft.issue%253D4%26rft.spage%253D339%26rft.epage%253D345%26rft.atitle%253DA%2BRandomized%2BControlled%2BTrial%2Bof%2BHome%2BInjury%2BHazard%2BReduction%253A%2BThe%2BHOME%2BInjury%2BStudy%26rft_id%253Dinfo%253Adoi%252F10.1001%252Farchpediatrics.2011.29%26rft_id%253Dinfo%253Apmid%252F21464382%26rft.genre%253Darticle%26rft_val_fmt%253Dinfo%253Aofi%252Ffmt%253Akev%253Amtx%253Ajournal%26ctx_ver%253DZ39.88-2004%26url_ver%253DZ39.88-2004%26url_ctx_fmt%253Dinfo%253Aofi%252Ffmt%253Akev%253Amtx%253Actx [2]: /lookup/external-ref?access_num=10.1001/archpediatrics.2011.29&link_type=DOI [3]: /lookup/external-ref?access_num=21464382&link_type=MED&atom=%2Febnurs%2F15%2F1%2F13.atom [4]: /lookup/external-ref?access_num=000289166200009&link_type=ISI
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 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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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 teacher head, 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".