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Record W4406956809 · doi:10.1093/ofid/ofae631.1119

P-928. The Second Heart Program: A Peer-focused, Multidisciplinary Harm Reduction Intervention to Improve Outcomes for People Who Inject Drugs After Admission for Infective Endocarditis

2025· article· en· W4406956809 on OpenAlexaffabout
Robin Lennox, Tim O’Shea, Marcie McIlveen

Bibliographic record

VenueOpen Forum Infectious Diseases · 2025
Typearticle
Languageen
FieldMedicine
TopicInfective Endocarditis Diagnosis and Management
Canadian institutionsMcMaster University
Fundersnot available
KeywordsMedicineHarm reductionInfective endocarditisMultidisciplinary approachIntensive care medicineIntervention (counseling)EndocarditisHarmReduction (mathematics)Family medicineInternal medicineNursingHuman immunodeficiency virus (HIV)

Abstract

fetched live from OpenAlex

Abstract Background Infective endocarditis (IE) is a severe and highly prevalent injection-related infection among people who inject drugs (PWID). IE is estimated to account for 5-10% of deaths among PWID. The long-term outcomes among PWID with infective endocarditis are poor, with 5-year mortality rates over 50%. Most long-term complications are related to ongoing drug use (re-infection). However, most PWID with IE are not offered treatment for their underlying substance use disorder while in hospital. The Second Heart (SH) program is the first interdisciplinary team in Canada designed specifically to meet the unique needs of PWID with IE and which transitions with patients from the hospital into the community. The six components of the SH team are: peer support worker, systems navigator, addiction medicine physician, infectious disease physician, cardiologist/cardiac surgeon, and family physician. Methods The Second Heart Program was a non-randomized clinical trial enrolling PWID with infective endocarditis at three tertiary care hospitals in Hamilton. It was a mixed methods study utilizing both qualitative and quantitative methods. Five quantitative surveys, two qualitative interviews, and chart review were completed over the 12-month study period. Results Participants felt that their involvement with SH supported their physical, mental, and social recovery from IE, improved their trust in the healthcare system, and increased their engagement with their care. Out of 20 enrolled participants, all were consulted with an addictions medicine provider during initial hospitalization, 16/20 were set up with a family doctor post-discharge, 9/20 completed their 1-month follow-up survey, one participant died within 12 months of enrolment, and 12/19 completed their 12-month follow-up survey. Conclusion The early success in this pilot project has led to the successful application of funding for an expanded version of the multidisciplinary intervention for people who have any injection-related infection, including Hepatitis and HIV. Disclosures All Authors: No reported disclosures

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)0.004
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Non-randomized trial · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.023
Threshold uncertainty score0.066

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0000.000
Science and technology studies0.0020.000
Scholarly communication0.0010.001
Open science0.0010.002
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0200.001

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 head0.010
GPT teacher head0.343
Teacher spread0.333 · 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 designNon-randomized trial
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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