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Record W4387769730 · doi:10.1080/09540121.2023.2269408

Improving patient-centered care for HIV and mental illness: exploring hospital and community integration through education

2023· article· en· W4387769730 on OpenAlexafffund
Deanna Chaukos, Sandalia Genus, Lesley Wiesenfeld, Robert Maunder, Maria Mylopoulos

Bibliographic record

VenueAIDS Care · 2023
Typearticle
Languageen
FieldMedicine
TopicChronic Disease Management Strategies
Canadian institutionsThe Wilson CentreSinai Health SystemUniversity of Toronto
FundersTemerty Faculty of Medicine, University of TorontoUniversity of TorontoOntario HIV Treatment Network
KeywordsPsychosocialMental healthContext (archaeology)Mental illnessMedicineNursingPsychiatry

Abstract

fetched live from OpenAlex

Current models of care delivery are failing patients with complexity, like those living with HIV, mental illness and other psychosocial challenges. These patients often require resource-intensive personalized care across hospital and community settings, but available supports can be fragmented and challenging to access and navigate. To improve this, the authors created a program to enhance integrated, trauma-informed care through an innovative educational role for a HIV community caseworker embedded in an academic HIV Psychiatry clinic, called the Mental Health Clinical Fellowship. Through qualitative interviews with 21 participants (patients, physicians, clinicians and Mental Health Clinical Fellows) from October 2020-March 2023, the authors explore how implementation of this program affects patient experiences and satisfaction with care. Patients described their care experiences as less stigmatizing, more accessible, holistic and coordinated. They often attributed this to the integration between fellow and psychiatrist, and specifically the accessible stance of community organizations embedded within a hospital, which helped build trust. Interchangeable and integrated support by caseworker and psychiatrist improved patient engagement in psychiatric management and patient satisfaction with their care. Cross-context and cross-disciplinary care provision that includes providers from community and hospital working directly together to deliver care can improve care for patients with significant complexity.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.770
Threshold uncertainty score0.434

Codex and Gemma teacher scores by category

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

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 head0.040
GPT teacher head0.304
Teacher spread0.265 · 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 teacher head, 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

Citations11
Published2023
Admission routes2
Has abstractyes

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