MétaCan
Menu
Back to cohort

Las barreras de acceso a los servicios de salud en la población indígena de Rabinal en Guatemala

2007· article· es· W2071204409 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueSalud Pública de México · 2007
Typearticle
Languagees
FieldSocial Sciences
TopicPublic Health and Social Inequalities
Canadian institutionsUniversité de Montréal
Fundersnot available
KeywordsIndigenousFocus groupQualitative researchPopulationHealth careHealth professionalsHealth servicesNursingMedicineSocioeconomicsGeographyPolitical scienceSociologyEnvironmental healthSocial science

Abstract

fetched live from OpenAlex

OBJECTIVE: To identify and document access barriers to health care services for the indigenous population in Rabinal, Guatemala. MATERIAL AND METHODS: A qualitative analysis was used. Over a period of two months, 20 semi-directional interviews were conducted in Rabinal, Guatemala: 15 with Achis indigenous people and five with health professionals. A focus group was done to verify the information collected during the individual interviews. The qualitative analysis was based on the transcription of interviews and the compilation of the data. RESULTS: Barriers to access are inter-relational. Geographic barriers include distance and a significant lack of means of transportation. Economic barriers are the cost of office visits and medicine. Among the cultural barriers, the Spanish language is an obstacle. Indigenous people have other concepts of medicine and treatments and they complain on occasion of abuse by health professionals. At the same time, health professionals recognize that the trauma of the civil war is still present and criticize the poor living conditions and the lack of resources. CONCLUSIONS: Health care services in Rabinal are inadequate and insufficient for responding to the needs of the local population.

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.

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.020
metaresearch head score (Gemma)0.004
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies, Research integrity
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.479
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0200.004
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.002
Science and technology studies0.0010.001
Scholarly communication0.0010.001
Open science0.0020.000
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0010.000

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.

Opus teacher head0.021
GPT teacher head0.383
Teacher spread0.362 · 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