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Record W2409759750 · doi:10.1016/j.coem.2005.10.012

10.1016/j.coem.2005.10.012

2000· review· en· W2409759750 on OpenAlexvenueno aff
Nick Patel, Arunabh Talwar, Virginia C. Reichert, Terence Brady, Mukesh K. Jain, Mark H. Kaplan

Bibliographic record

VenueTime to knit · 2000
Typereview
Languageen
FieldMedicine
TopicHIV/AIDS Research and Interventions
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineDiseaseHuman immunodeficiency virus (HIV)Smoking cessationPopulationQuality of life (healthcare)Antiretroviral therapyPerceptionPhysical therapyGerontologyEnvironmental healthInternal medicineImmunologyPathologyPsychologyViral loadNursing

Abstract

fetched live from OpenAlex

The risks to an HIV-infected person who smokes are dramatically amplified compared with the general population. Smoking has been shown to be an independent risk factor for non-AIDS-related mortality in patients who have HIV, even in patients who receive highly active antiretroviral therapy. It has been independently associated with lower scores for quality-of-life indices, such as general health perception, physical functioning, bodily pain, energy, and cognitive functioning. Over time, considering the significant pathology elicited by tobacco, it is hoped that smoking cessation will help reduce the risks of lung disease, heart disease, and neoplastic conditions in patients who have HIV and increase their general sense of well-being.

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 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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.506
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)1.0000.999

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 head0.037
GPT teacher head0.328
Teacher spread0.291 · 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; both teacher heads agree on what is shown here.

Study designNot applicable
Domainnot available
GenreOther

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

Citations28
Published2000
Admission routes1
Has abstractyes

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