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Record W764716154

The Meaning to Nurses of the Work Process in the Intensive Care Units of a University Hospital in São Paulo State

2010· article· en· W764716154 on OpenAlexfundno aff
Élaine Machado de Oliveira, Wilza Carla Spiri

Bibliographic record

VenueUNESP Institutional Repository (São Paulo State University) · 2010
Typearticle
Languageen
FieldHealth Professions
TopicOccupational Health and Burnout
Canadian institutionsnot available
FundersBritish Columbia Centre for Disease Control
KeywordsMeaning (existential)NursingWork (physics)Intensive careState (computer science)SociologyQualitative researchProcess (computing)MedicinePsychologyEngineeringSocial scienceComputer science
DOInot available

Abstract

fetched live from OpenAlex

Background: This paper presents the results of focus groups conducted to prepare for the potential rollout of PrEP, or preexposure prophylaxis.PrEP would involve taking a pill a day of antiretroviral drugs, the only known effective treatment for AIDS, as a way to help prevent HIV, particularly in high-risk populations.Methods: During the summer of 2009, 10 focus groups were conducted with 77 at-risk African American young adults in Atlanta, GA, ages 18 to 24.Participants for 8 of the focus groups (58 participants) were recruited by trained ethnographers working in communities with high STD/HIV prevalence.Two focus groups (19 participants) were venue specific, held via support groups for young African American men who have sex with men (MSM).Focus groups assessed knowledge, risk perceptions, and stigma about HIV/AIDS, access to health care, and attitudes about this potential new biomedical HIV prevention technology.Results: Focus group participants evidenced limited knowledge about HIV transmission and safer sex practices and frequent mention of attitudes reflecting stigma/myths.Ninety percent of the participants were without any health care insurance, and were unable to afford or did not like taking prescribed oral medication.If PrEP proves to be highly effective, accessible, and free, these young adults would be interested in utilizing a daily dose of antiretrovirals for HIV prevention.Conclusions: Focus group results uncovered culturally specific dynamics that will need to be considered in program design.The experience from this study could help inform plans for operations research during PrEP implementation with this 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.

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)0.002
metaresearch head score (Gemma)0.004
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.023
Threshold uncertainty score0.045

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0050.004
Scholarly communication0.0020.001
Open science0.0000.003
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.018
GPT teacher head0.299
Teacher spread0.281 · 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 designQualitative
Domainnot available
GenreEmpirical

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
Published2010
Admission routes1
Has abstractyes

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