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Record W4411447958 · doi:10.1097/qai.0000000000003716

Hospital-Based Health Care Service Utilization in Persons With HIV With or Without Mental Health and Substance Use Comorbidities

2025· article· en· W4411447958 on OpenAlexafffund
Lujie Xu, Erik Youngson, Lin Mu, Esther Fujiwara

Bibliographic record

VenueJAIDS Journal of Acquired Immune Deficiency Syndromes · 2025
Typearticle
Languageen
FieldMedicine
TopicHIV/AIDS Research and Interventions
Canadian institutionsAlberta Health ServicesUniversity of Alberta
FundersCanadian Institutes of Health Research
KeywordsMedicineEmergency departmentMental healthPsychological interventionAmbulatoryHealth careEmergency medicineSubstance abusePsychiatryInternal medicine

Abstract

fetched live from OpenAlex

OBJECTIVES: A few large-scale studies have shown that among persons with HIV (PWH), mental health and substance use comorbidities can increase the likelihood of hospital-based treatment. However, there has no evidence about the reasons for the increases in hospital-based health care utilization and the associated costs. We hypothesized that MHS+ (with) will have increased rates of hospital-based treatment utilization compared with MHS- (without), which will result in higher costs. METHODS: A validated claims-based case definition was used to identify PWH with MHS+ and MHS- as of March 31, 2020. Hospital and emergency department (ED) utilization were assessed over a 3-year follow-up period with respect to visit frequency, duration, reasons, and costs between MHS+ and MHS-. RESULTS: MHS+ visited the ED or hospital (78%) more often than MHS- (48%; P < 0.01). This resulted in an average hospitalization cost of $58,190 (98,361) in MHS+ compared with $35,031 (64,203) in MHS- ( P < 0.01). Higher visit rates in MHS+ compared with MHS- included increased ED visits for mental health-related reasons (28% vs. 4%), physical conditions typically treated in ambulatory care (30% vs. 14%), physical trauma (45% vs. 19%), and medication complications (19% vs. 3%). ED admissions after acute mental health crises because of self-harm or suicide attempts were rare in both groups for less than 2% of cases. CONCLUSIONS: Our outcomes highlight the significant burden of health care utilization and costs in MHS+ compared with MHS- among PWH. It emphasizes the need for targeted interventions to manage mental health and substance use comorbidities, potentially reducing health care utilization and associated costs among 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)0.001
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.016
Threshold uncertainty score0.033

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0010.000
Open science0.0000.001
Research integrity0.0000.000
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 head0.035
GPT teacher head0.334
Teacher spread0.298 · 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 designObservational
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
Published2025
Admission routes2
Has abstractyes

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