MétaCan
Menu
Back to cohort
Record W1725136507

Health and safety in the workplace - conclusions

2015· article· en· W1725136507 on OpenAlexaboutno aff
Manuel Luque Parra, Anna Ginès i Fabrellas

Bibliographic record

VenueIuslabor · 2015
Typearticle
Languageen
FieldHealth Professions
TopicOccupational Health and Safety in Workplaces
Canadian institutionsnot available
Fundersnot available
KeywordsHumanitiesPolitical scienceCartographyGeographyArt
DOInot available

Abstract

fetched live from OpenAlex

The Comparative Labor Law Dossier (CLLD) in this issue 2/2015 of IUSLabor is dedicated to Health and Safety in the Workplace. Aside from Spain, we have had the collaboration of internationally renowned academics and professionals of the following countries: Belgium, France, Italy, Luxembourg, the United Kingdom, Chile, Costa Rica, Mexico, Peru, Uruguay, Canada and the United States. Without detriment to recommend our readers the reading of these articles, we have drawn the top 10 conclusions. Furthermore, we have elaborated a summary table with the most relevant issues regarding health and safety in the workplace in the different legal systems analyzed in this issue of IUSLabor. El Comparative Labor Law Dossier (CLLD) de este numero 1/2015 de IUSLabor esta dedicado a la sucesion y transmision de empresas. Ademas de Espana, hemos obtenido la participacion de academicos y profesionales de prestigio de los siguientes paises: Belgica, Francia, Italia, Luxemburgo, Reino Unido, Chile, Costa Rica, Mexico, Peru, Uruguay, Canada y Estados Unidos. Sin perjuicio de recomendar a nuestros lectores la lectura del capitulo correspondiente a cada uno de los paises citados, en las paginas que se suceden hemos incluido las 10 conclusiones principales que hemos alcanzado. Asimismo, hemos elaborado un cuadroresumen con aquellas cuestiones mas relevantes en materia de seguridad y salud laboral en los distintos ordenamientos juridicos analizados en este numero de IUSLabor. Titulo: Seguridad y salud laboral. Conclusiones IUSLabor 2/2015 Manuel Luque Parra and Anna Gines i Fabrellas 2

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 imitation

Not 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.

metaresearch head score (Codex)0.012
metaresearch head score (Gemma)0.018
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Commentary · Consensus signal: Commentary
Teacher disagreement score0.018
Threshold uncertainty score0.069

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0120.018
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0030.002
Science and technology studies0.0040.009
Scholarly communication0.0140.007
Open science0.0020.007
Research integrity0.0050.008
Insufficient payload (model declined to judge)0.0180.003

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.

Opus teacher head0.079
GPT teacher head0.456
Teacher spread0.378 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreCommentary

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".

Quick stats

Citations0
Published2015
Admission routes1
Has abstractyes

Explore more

Same venueIuslaborSame topicOccupational Health and Safety in WorkplacesFrench-language works237,207